{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn\n",
    "import numpy\n",
    "import pandas\n",
    "import scipy\n",
    "import re\n",
    "import string\n",
    "import datetime\n",
    "from datetime import date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as plt\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing \n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.feature_extraction import stop_words\n",
    "from sklearn.feature_extraction import text \n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "from nltk.stem.snowball import SnowballStemmer\n",
    "from nltk import word_tokenize\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "\n",
    "\n",
    "from sklearn.model_selection import cross_val_predict, KFold, cross_val_score\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import pairwise_distances,roc_auc_score\n",
    "\n",
    "from sklearn import svm, linear_model\n",
    "from sklearn.svm import SVC, LinearSVC, NuSVC\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "import pickle\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn import  feature_selection\n",
    "from sklearn.feature_selection import (chi2, f_classif, mutual_info_classif, SelectPercentile, SelectKBest, SelectFpr, SelectFdr, SelectFwe,SelectFromModel, GenericUnivariateSelect)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pandas.options.mode.chained_assignment = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "file=open('./jbap6.csv')\n",
    "data=pandas.read_csv(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Issue_key</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Status</th>\n",
       "      <th>Project_name</th>\n",
       "      <th>Priority</th>\n",
       "      <th>Resolution</th>\n",
       "      <th>Components</th>\n",
       "      <th>Labels</th>\n",
       "      <th>...</th>\n",
       "      <th>IntegrMess_lab</th>\n",
       "      <th>Web_lab</th>\n",
       "      <th>Server_lab</th>\n",
       "      <th>Security_lab</th>\n",
       "      <th>Testsuite_lab</th>\n",
       "      <th>LoadBalance_lab</th>\n",
       "      <th>Hornet_lab</th>\n",
       "      <th>Maven_lab</th>\n",
       "      <th>Servnet_lab</th>\n",
       "      <th>Other_lab</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5055</td>\n",
       "      <td>0</td>\n",
       "      <td>JBPAPP6-1762</td>\n",
       "      <td>@Resource injection of Datasource on clustered...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5056</td>\n",
       "      <td>1</td>\n",
       "      <td>JBPAPP6-1774</td>\n",
       "      <td>jconsole.bat fails if trying to connect to a s...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Scripts and Commands</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5057</td>\n",
       "      <td>2</td>\n",
       "      <td>JBPAPP6-1534</td>\n",
       "      <td>Need to document how to deploy files via the H...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Documentation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5058</td>\n",
       "      <td>3</td>\n",
       "      <td>JBPAPP6-1290</td>\n",
       "      <td>CacheException: Unable to end batch</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5059</td>\n",
       "      <td>4</td>\n",
       "      <td>JBPAPP6-1320</td>\n",
       "      <td>EJBCLIENT000028: No EJB receiver contexts avai...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Clustering EJB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5060</td>\n",
       "      <td>5</td>\n",
       "      <td>JBPAPP6-1403</td>\n",
       "      <td>Inconsistent way of logging messages.</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>?</td>\n",
       "      <td>eap601candidate</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5061</td>\n",
       "      <td>6</td>\n",
       "      <td>JBPAPP6-1428</td>\n",
       "      <td>cli help --commands doesn't list commands</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5062</td>\n",
       "      <td>7</td>\n",
       "      <td>JBPAPP6-1525</td>\n",
       "      <td>ClientSessionFactoryImpl.forceReturnChannel1 t...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5063</td>\n",
       "      <td>8</td>\n",
       "      <td>JBPAPP6-1508</td>\n",
       "      <td>Picketlink does not recognize JBoss EAP 6.0</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>PicketLink</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5064</td>\n",
       "      <td>9</td>\n",
       "      <td>JBPAPP6-1526</td>\n",
       "      <td>Can't load log handler \"java.util.logging.File...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5065</td>\n",
       "      <td>10</td>\n",
       "      <td>JBPAPP6-1519</td>\n",
       "      <td>CLONE - NPE in ServerLocatorImpl - ClusterConn...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5066</td>\n",
       "      <td>11</td>\n",
       "      <td>JBPAPP6-1306</td>\n",
       "      <td>IllegalStateException: transport was closed on...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5067</td>\n",
       "      <td>12</td>\n",
       "      <td>JBPAPP6-1268</td>\n",
       "      <td>NPE during start of backup server</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5068</td>\n",
       "      <td>13</td>\n",
       "      <td>JBPAPP6-1487</td>\n",
       "      <td>HHH-7287 Problem in caching proper natural-id-...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Hibernate</td>\n",
       "      <td>eap601candidate</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5069</td>\n",
       "      <td>14</td>\n",
       "      <td>JBPAPP6-1522</td>\n",
       "      <td>CLONE - NPE in ClientSessionFactoryImpl - Nett...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5070</td>\n",
       "      <td>15</td>\n",
       "      <td>JBPAPP6-1332</td>\n",
       "      <td>CLONE - WebJASPIAuthenticator ignores GroupPri...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Security Web</td>\n",
       "      <td>authentication jaspi jaspic</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5071</td>\n",
       "      <td>16</td>\n",
       "      <td>JBPAPP6-1461</td>\n",
       "      <td>Server sends \"big interger &lt;val&gt;\" for config e...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Remoting RHQ+EMS</td>\n",
       "      <td>rhq</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5072</td>\n",
       "      <td>17</td>\n",
       "      <td>JBPAPP6-1397</td>\n",
       "      <td>NotSerializableException: org.infinispan.loade...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>eap6_clustering eap6_need_triage</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5073</td>\n",
       "      <td>18</td>\n",
       "      <td>JBPAPP6-1331</td>\n",
       "      <td>Leaking threads in JMSBridgeImplTest.testStart...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5074</td>\n",
       "      <td>19</td>\n",
       "      <td>JBPAPP6-1379</td>\n",
       "      <td>Jdr script utility isn't able to connect to lo...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Scripts and Commands</td>\n",
       "      <td>eap601candidate</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5075</td>\n",
       "      <td>20</td>\n",
       "      <td>JBPAPP6-1341</td>\n",
       "      <td>EAP6 CLI error when data is over 64k</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Consoles</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5076</td>\n",
       "      <td>21</td>\n",
       "      <td>JBPAPP6-1710</td>\n",
       "      <td>Long alias name causes \"Vault Mismatch\" at sta...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Security</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5077</td>\n",
       "      <td>22</td>\n",
       "      <td>JBPAPP6-1283</td>\n",
       "      <td>Errors during looking at JMS Destinations in w...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Consoles HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5078</td>\n",
       "      <td>23</td>\n",
       "      <td>JBPAPP6-1528</td>\n",
       "      <td>ClientSessionFactoryImpl throws npe - NettySym...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5079</td>\n",
       "      <td>24</td>\n",
       "      <td>JBPAPP6-1562</td>\n",
       "      <td>Unnecessary warn messages and stack traces in ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>gss_required</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5080</td>\n",
       "      <td>25</td>\n",
       "      <td>JBPAPP6-1421</td>\n",
       "      <td>CLITestSuite and DomainTestSuite fails consist...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Testsuite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5081</td>\n",
       "      <td>26</td>\n",
       "      <td>JBPAPP6-1500</td>\n",
       "      <td>[AS7-4981]Server instance cannot start after h...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5082</td>\n",
       "      <td>27</td>\n",
       "      <td>JBPAPP6-477</td>\n",
       "      <td>JBossWS testsuite fails on IPv6</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Web Services</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5083</td>\n",
       "      <td>28</td>\n",
       "      <td>JBPAPP6-1399</td>\n",
       "      <td>All classes that implement AsyncListener are t...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5084</td>\n",
       "      <td>29</td>\n",
       "      <td>JBPAPP6-1492</td>\n",
       "      <td>Vault error \"Exception encountered:PB00019: Pr...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Migrated to another ITS</td>\n",
       "      <td>Security</td>\n",
       "      <td>eap601candidate</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>6091</td>\n",
       "      <td>36</td>\n",
       "      <td>JBPAPP6-64</td>\n",
       "      <td>CLONE - Add -Djava.net.preferIPv4Stack=true in...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Scripts and Commands</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>6092</td>\n",
       "      <td>37</td>\n",
       "      <td>JBPAPP6-881</td>\n",
       "      <td>log4j levels not properly checked before logging</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>6093</td>\n",
       "      <td>38</td>\n",
       "      <td>JBPAPP6-134</td>\n",
       "      <td>@AuditJoinTable used with Unidirectional Oneto...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Hibernate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>6094</td>\n",
       "      <td>39</td>\n",
       "      <td>JBPAPP6-807</td>\n",
       "      <td>EAP Maven Plugin repository is missing surefir...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>6095</td>\n",
       "      <td>40</td>\n",
       "      <td>JBPAPP6-325</td>\n",
       "      <td>Installer -console option does not work</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>Installer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>6096</td>\n",
       "      <td>41</td>\n",
       "      <td>JBPAPP6-15</td>\n",
       "      <td>CLONE - ClassNotFoundException: org.jgroups.ut...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>6097</td>\n",
       "      <td>42</td>\n",
       "      <td>JBPAPP6-645</td>\n",
       "      <td>Remove method does not work properly for EJB2 ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Done</td>\n",
       "      <td>EJB</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>6098</td>\n",
       "      <td>43</td>\n",
       "      <td>JBPAPP6-602</td>\n",
       "      <td>Silent auth should be disabled by default in e...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Rejected</td>\n",
       "      <td>Security</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>6099</td>\n",
       "      <td>44</td>\n",
       "      <td>JBPAPP6-867</td>\n",
       "      <td>Need additional dependencies in jbossws-cxf-cl...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Web Services</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>6100</td>\n",
       "      <td>45</td>\n",
       "      <td>JBPAPP6-226</td>\n",
       "      <td>Missing server profiles in EAP6</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>Build</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>6101</td>\n",
       "      <td>46</td>\n",
       "      <td>JBPAPP6-67</td>\n",
       "      <td>Missing dependency org.glassfish.api:api:1-red...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>6102</td>\n",
       "      <td>47</td>\n",
       "      <td>JBPAPP6-526</td>\n",
       "      <td>Artifacts in EAP 6 repository reference JBoss ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Done</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>6103</td>\n",
       "      <td>48</td>\n",
       "      <td>JBPAPP6-740</td>\n",
       "      <td>IBM 6 32b JDK and org.jboss.test.ws.jaxws.endp...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Deferred</td>\n",
       "      <td>Web Services</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>6104</td>\n",
       "      <td>49</td>\n",
       "      <td>JBPAPP6-1770</td>\n",
       "      <td>h2database</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>6105</td>\n",
       "      <td>50</td>\n",
       "      <td>JBPAPP6-82</td>\n",
       "      <td>Deployment of a WAR archive with malformed web...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Web</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>6106</td>\n",
       "      <td>51</td>\n",
       "      <td>JBPAPP6-419</td>\n",
       "      <td>Admin console: unable to remove security modul...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Consoles</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>6107</td>\n",
       "      <td>52</td>\n",
       "      <td>JBPAPP6-822</td>\n",
       "      <td>Weld 1.1 integration testsuite has many failur...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Other</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>6108</td>\n",
       "      <td>53</td>\n",
       "      <td>JBPAPP6-1057</td>\n",
       "      <td>WS-BA \"cannot complete\" message dropped</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>Transaction Manager</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>6109</td>\n",
       "      <td>54</td>\n",
       "      <td>JBPAPP6-48</td>\n",
       "      <td>WS tests for wsconsume.sh are failing on EAP6 ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Done</td>\n",
       "      <td>Web Services</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>6110</td>\n",
       "      <td>55</td>\n",
       "      <td>JBPAPP6-956</td>\n",
       "      <td>JACC permissions are not created for applicati...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Security</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>6111</td>\n",
       "      <td>56</td>\n",
       "      <td>JBPAPP6-642</td>\n",
       "      <td>jboss-ejb3.xml doesn't correctly redefines int...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>EJB</td>\n",
       "      <td>interceptor</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>6112</td>\n",
       "      <td>57</td>\n",
       "      <td>JBPAPP6-609</td>\n",
       "      <td>CLONE - Enable use of PLAIN SASL mechanism wit...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Rejected</td>\n",
       "      <td>EJB Remoting Security</td>\n",
       "      <td>as7-ignored eap6_need_triage</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>6113</td>\n",
       "      <td>58</td>\n",
       "      <td>JBPAPP6-721</td>\n",
       "      <td>Failed to execute minification task for kitche...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Quickstarts</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>6114</td>\n",
       "      <td>59</td>\n",
       "      <td>JBPAPP6-230</td>\n",
       "      <td>Product build of xercesImpl doesn't match upst...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Build</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>6115</td>\n",
       "      <td>60</td>\n",
       "      <td>JBPAPP6-925</td>\n",
       "      <td>CLONE - Weld - Deadlock between Weld AbstractC...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>?</td>\n",
       "      <td>eap601candidate</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>6116</td>\n",
       "      <td>61</td>\n",
       "      <td>JBPAPP6-734</td>\n",
       "      <td>Missing sources and javadoc for almost half of...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Partially Completed</td>\n",
       "      <td>Build</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>6117</td>\n",
       "      <td>62</td>\n",
       "      <td>JBPAPP6-933</td>\n",
       "      <td>Incorrect version number in JBoss EAP 6 GA Mav...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Done</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>maven</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>6118</td>\n",
       "      <td>63</td>\n",
       "      <td>JBPAPP6-599</td>\n",
       "      <td>Test execution in all EAP6 ER6 quickstarts exa...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Quickstarts</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>6119</td>\n",
       "      <td>64</td>\n",
       "      <td>JBPAPP6-1029</td>\n",
       "      <td>Invalid POMs in the EAP 6.0.1 Maven repository</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>6120</td>\n",
       "      <td>65</td>\n",
       "      <td>JBPAPP6-718</td>\n",
       "      <td>JdrReportManagmentTestCase fails on Windows pl...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Done</td>\n",
       "      <td>Testsuite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1066 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0  Unnamed: 0.1     Issue_key  \\\n",
       "0           5055             0  JBPAPP6-1762   \n",
       "1           5056             1  JBPAPP6-1774   \n",
       "2           5057             2  JBPAPP6-1534   \n",
       "3           5058             3  JBPAPP6-1290   \n",
       "4           5059             4  JBPAPP6-1320   \n",
       "5           5060             5  JBPAPP6-1403   \n",
       "6           5061             6  JBPAPP6-1428   \n",
       "7           5062             7  JBPAPP6-1525   \n",
       "8           5063             8  JBPAPP6-1508   \n",
       "9           5064             9  JBPAPP6-1526   \n",
       "10          5065            10  JBPAPP6-1519   \n",
       "11          5066            11  JBPAPP6-1306   \n",
       "12          5067            12  JBPAPP6-1268   \n",
       "13          5068            13  JBPAPP6-1487   \n",
       "14          5069            14  JBPAPP6-1522   \n",
       "15          5070            15  JBPAPP6-1332   \n",
       "16          5071            16  JBPAPP6-1461   \n",
       "17          5072            17  JBPAPP6-1397   \n",
       "18          5073            18  JBPAPP6-1331   \n",
       "19          5074            19  JBPAPP6-1379   \n",
       "20          5075            20  JBPAPP6-1341   \n",
       "21          5076            21  JBPAPP6-1710   \n",
       "22          5077            22  JBPAPP6-1283   \n",
       "23          5078            23  JBPAPP6-1528   \n",
       "24          5079            24  JBPAPP6-1562   \n",
       "25          5080            25  JBPAPP6-1421   \n",
       "26          5081            26  JBPAPP6-1500   \n",
       "27          5082            27   JBPAPP6-477   \n",
       "28          5083            28  JBPAPP6-1399   \n",
       "29          5084            29  JBPAPP6-1492   \n",
       "...          ...           ...           ...   \n",
       "1036        6091            36    JBPAPP6-64   \n",
       "1037        6092            37   JBPAPP6-881   \n",
       "1038        6093            38   JBPAPP6-134   \n",
       "1039        6094            39   JBPAPP6-807   \n",
       "1040        6095            40   JBPAPP6-325   \n",
       "1041        6096            41    JBPAPP6-15   \n",
       "1042        6097            42   JBPAPP6-645   \n",
       "1043        6098            43   JBPAPP6-602   \n",
       "1044        6099            44   JBPAPP6-867   \n",
       "1045        6100            45   JBPAPP6-226   \n",
       "1046        6101            46    JBPAPP6-67   \n",
       "1047        6102            47   JBPAPP6-526   \n",
       "1048        6103            48   JBPAPP6-740   \n",
       "1049        6104            49  JBPAPP6-1770   \n",
       "1050        6105            50    JBPAPP6-82   \n",
       "1051        6106            51   JBPAPP6-419   \n",
       "1052        6107            52   JBPAPP6-822   \n",
       "1053        6108            53  JBPAPP6-1057   \n",
       "1054        6109            54    JBPAPP6-48   \n",
       "1055        6110            55   JBPAPP6-956   \n",
       "1056        6111            56   JBPAPP6-642   \n",
       "1057        6112            57   JBPAPP6-609   \n",
       "1058        6113            58   JBPAPP6-721   \n",
       "1059        6114            59   JBPAPP6-230   \n",
       "1060        6115            60   JBPAPP6-925   \n",
       "1061        6116            61   JBPAPP6-734   \n",
       "1062        6117            62   JBPAPP6-933   \n",
       "1063        6118            63   JBPAPP6-599   \n",
       "1064        6119            64  JBPAPP6-1029   \n",
       "1065        6120            65   JBPAPP6-718   \n",
       "\n",
       "                                                Summary  Status  \\\n",
       "0     @Resource injection of Datasource on clustered...  Closed   \n",
       "1     jconsole.bat fails if trying to connect to a s...  Closed   \n",
       "2     Need to document how to deploy files via the H...  Closed   \n",
       "3                   CacheException: Unable to end batch  Closed   \n",
       "4     EJBCLIENT000028: No EJB receiver contexts avai...  Closed   \n",
       "5                 Inconsistent way of logging messages.  Closed   \n",
       "6             cli help --commands doesn't list commands  Closed   \n",
       "7     ClientSessionFactoryImpl.forceReturnChannel1 t...  Closed   \n",
       "8           Picketlink does not recognize JBoss EAP 6.0  Closed   \n",
       "9     Can't load log handler \"java.util.logging.File...  Closed   \n",
       "10    CLONE - NPE in ServerLocatorImpl - ClusterConn...  Closed   \n",
       "11    IllegalStateException: transport was closed on...  Closed   \n",
       "12                    NPE during start of backup server  Closed   \n",
       "13    HHH-7287 Problem in caching proper natural-id-...  Closed   \n",
       "14    CLONE - NPE in ClientSessionFactoryImpl - Nett...  Closed   \n",
       "15    CLONE - WebJASPIAuthenticator ignores GroupPri...  Closed   \n",
       "16    Server sends \"big interger <val>\" for config e...  Closed   \n",
       "17    NotSerializableException: org.infinispan.loade...  Closed   \n",
       "18    Leaking threads in JMSBridgeImplTest.testStart...  Closed   \n",
       "19    Jdr script utility isn't able to connect to lo...  Closed   \n",
       "20                 EAP6 CLI error when data is over 64k  Closed   \n",
       "21    Long alias name causes \"Vault Mismatch\" at sta...  Closed   \n",
       "22    Errors during looking at JMS Destinations in w...  Closed   \n",
       "23    ClientSessionFactoryImpl throws npe - NettySym...  Closed   \n",
       "24    Unnecessary warn messages and stack traces in ...  Closed   \n",
       "25    CLITestSuite and DomainTestSuite fails consist...  Closed   \n",
       "26    [AS7-4981]Server instance cannot start after h...  Closed   \n",
       "27                      JBossWS testsuite fails on IPv6  Closed   \n",
       "28    All classes that implement AsyncListener are t...  Closed   \n",
       "29    Vault error \"Exception encountered:PB00019: Pr...  Closed   \n",
       "...                                                 ...     ...   \n",
       "1036  CLONE - Add -Djava.net.preferIPv4Stack=true in...  Closed   \n",
       "1037   log4j levels not properly checked before logging  Closed   \n",
       "1038  @AuditJoinTable used with Unidirectional Oneto...  Closed   \n",
       "1039  EAP Maven Plugin repository is missing surefir...  Closed   \n",
       "1040            Installer -console option does not work  Closed   \n",
       "1041  CLONE - ClassNotFoundException: org.jgroups.ut...  Closed   \n",
       "1042  Remove method does not work properly for EJB2 ...  Closed   \n",
       "1043  Silent auth should be disabled by default in e...  Closed   \n",
       "1044  Need additional dependencies in jbossws-cxf-cl...  Closed   \n",
       "1045                    Missing server profiles in EAP6  Closed   \n",
       "1046  Missing dependency org.glassfish.api:api:1-red...  Closed   \n",
       "1047  Artifacts in EAP 6 repository reference JBoss ...  Closed   \n",
       "1048  IBM 6 32b JDK and org.jboss.test.ws.jaxws.endp...  Closed   \n",
       "1049                                         h2database  Closed   \n",
       "1050  Deployment of a WAR archive with malformed web...  Closed   \n",
       "1051  Admin console: unable to remove security modul...  Closed   \n",
       "1052  Weld 1.1 integration testsuite has many failur...  Closed   \n",
       "1053            WS-BA \"cannot complete\" message dropped  Closed   \n",
       "1054  WS tests for wsconsume.sh are failing on EAP6 ...  Closed   \n",
       "1055  JACC permissions are not created for applicati...  Closed   \n",
       "1056  jboss-ejb3.xml doesn't correctly redefines int...  Closed   \n",
       "1057  CLONE - Enable use of PLAIN SASL mechanism wit...  Closed   \n",
       "1058  Failed to execute minification task for kitche...  Closed   \n",
       "1059  Product build of xercesImpl doesn't match upst...  Closed   \n",
       "1060  CLONE - Weld - Deadlock between Weld AbstractC...  Closed   \n",
       "1061  Missing sources and javadoc for almost half of...  Closed   \n",
       "1062  Incorrect version number in JBoss EAP 6 GA Mav...  Closed   \n",
       "1063  Test execution in all EAP6 ER6 quickstarts exa...  Closed   \n",
       "1064     Invalid POMs in the EAP 6.0.1 Maven repository  Closed   \n",
       "1065  JdrReportManagmentTestCase fails on Windows pl...  Closed   \n",
       "\n",
       "                                 Project_name  Priority  \\\n",
       "0     JBoss Enterprise Application Platform 6     Major   \n",
       "1     JBoss Enterprise Application Platform 6     Major   \n",
       "2     JBoss Enterprise Application Platform 6     Major   \n",
       "3     JBoss Enterprise Application Platform 6     Major   \n",
       "4     JBoss Enterprise Application Platform 6     Major   \n",
       "5     JBoss Enterprise Application Platform 6     Major   \n",
       "6     JBoss Enterprise Application Platform 6     Major   \n",
       "7     JBoss Enterprise Application Platform 6     Major   \n",
       "8     JBoss Enterprise Application Platform 6     Major   \n",
       "9     JBoss Enterprise Application Platform 6     Minor   \n",
       "10    JBoss Enterprise Application Platform 6     Major   \n",
       "11    JBoss Enterprise Application Platform 6     Major   \n",
       "12    JBoss Enterprise Application Platform 6     Major   \n",
       "13    JBoss Enterprise Application Platform 6     Major   \n",
       "14    JBoss Enterprise Application Platform 6     Major   \n",
       "15    JBoss Enterprise Application Platform 6     Major   \n",
       "16    JBoss Enterprise Application Platform 6     Minor   \n",
       "17    JBoss Enterprise Application Platform 6     Major   \n",
       "18    JBoss Enterprise Application Platform 6     Major   \n",
       "19    JBoss Enterprise Application Platform 6     Major   \n",
       "20    JBoss Enterprise Application Platform 6     Major   \n",
       "21    JBoss Enterprise Application Platform 6     Major   \n",
       "22    JBoss Enterprise Application Platform 6     Major   \n",
       "23    JBoss Enterprise Application Platform 6     Major   \n",
       "24    JBoss Enterprise Application Platform 6     Minor   \n",
       "25    JBoss Enterprise Application Platform 6     Major   \n",
       "26    JBoss Enterprise Application Platform 6     Major   \n",
       "27    JBoss Enterprise Application Platform 6     Major   \n",
       "28    JBoss Enterprise Application Platform 6     Major   \n",
       "29    JBoss Enterprise Application Platform 6     Major   \n",
       "...                                       ...       ...   \n",
       "1036  JBoss Enterprise Application Platform 6     Major   \n",
       "1037  JBoss Enterprise Application Platform 6     Major   \n",
       "1038  JBoss Enterprise Application Platform 6     Major   \n",
       "1039  JBoss Enterprise Application Platform 6     Major   \n",
       "1040  JBoss Enterprise Application Platform 6  Critical   \n",
       "1041  JBoss Enterprise Application Platform 6  Critical   \n",
       "1042  JBoss Enterprise Application Platform 6   Blocker   \n",
       "1043  JBoss Enterprise Application Platform 6  Critical   \n",
       "1044  JBoss Enterprise Application Platform 6     Major   \n",
       "1045  JBoss Enterprise Application Platform 6  Critical   \n",
       "1046  JBoss Enterprise Application Platform 6     Major   \n",
       "1047  JBoss Enterprise Application Platform 6   Blocker   \n",
       "1048  JBoss Enterprise Application Platform 6     Minor   \n",
       "1049  JBoss Enterprise Application Platform 6     Major   \n",
       "1050  JBoss Enterprise Application Platform 6     Major   \n",
       "1051  JBoss Enterprise Application Platform 6     Major   \n",
       "1052  JBoss Enterprise Application Platform 6     Major   \n",
       "1053  JBoss Enterprise Application Platform 6  Critical   \n",
       "1054  JBoss Enterprise Application Platform 6  Critical   \n",
       "1055  JBoss Enterprise Application Platform 6     Major   \n",
       "1056  JBoss Enterprise Application Platform 6     Major   \n",
       "1057  JBoss Enterprise Application Platform 6  Critical   \n",
       "1058  JBoss Enterprise Application Platform 6     Major   \n",
       "1059  JBoss Enterprise Application Platform 6     Major   \n",
       "1060  JBoss Enterprise Application Platform 6     Major   \n",
       "1061  JBoss Enterprise Application Platform 6     Major   \n",
       "1062  JBoss Enterprise Application Platform 6     Minor   \n",
       "1063  JBoss Enterprise Application Platform 6     Major   \n",
       "1064  JBoss Enterprise Application Platform 6     Major   \n",
       "1065  JBoss Enterprise Application Platform 6     Major   \n",
       "\n",
       "                   Resolution             Components  \\\n",
       "0     Migrated to another ITS             Clustering   \n",
       "1     Migrated to another ITS   Scripts and Commands   \n",
       "2     Migrated to another ITS          Documentation   \n",
       "3     Migrated to another ITS             Clustering   \n",
       "4     Migrated to another ITS         Clustering EJB   \n",
       "5     Migrated to another ITS                      ?   \n",
       "6     Migrated to another ITS                      ?   \n",
       "7     Migrated to another ITS                HornetQ   \n",
       "8     Migrated to another ITS             PicketLink   \n",
       "9     Migrated to another ITS                HornetQ   \n",
       "10    Migrated to another ITS                HornetQ   \n",
       "11    Migrated to another ITS             Clustering   \n",
       "12    Migrated to another ITS                HornetQ   \n",
       "13    Migrated to another ITS              Hibernate   \n",
       "14    Migrated to another ITS                HornetQ   \n",
       "15    Migrated to another ITS           Security Web   \n",
       "16    Migrated to another ITS       Remoting RHQ+EMS   \n",
       "17    Migrated to another ITS             Clustering   \n",
       "18    Migrated to another ITS                HornetQ   \n",
       "19    Migrated to another ITS   Scripts and Commands   \n",
       "20    Migrated to another ITS               Consoles   \n",
       "21    Migrated to another ITS               Security   \n",
       "22    Migrated to another ITS       Consoles HornetQ   \n",
       "23    Migrated to another ITS                HornetQ   \n",
       "24    Migrated to another ITS                HornetQ   \n",
       "25    Migrated to another ITS              Testsuite   \n",
       "26    Migrated to another ITS                      ?   \n",
       "27                       Done           Web Services   \n",
       "28    Migrated to another ITS                  Other   \n",
       "29    Migrated to another ITS               Security   \n",
       "...                       ...                    ...   \n",
       "1036                     Done   Scripts and Commands   \n",
       "1037                     Done                      ?   \n",
       "1038                     Done              Hibernate   \n",
       "1039                     Done       Maven Repository   \n",
       "1040                     Done              Installer   \n",
       "1041                     Done             Clustering   \n",
       "1042                     Done                    EJB   \n",
       "1043                 Rejected               Security   \n",
       "1044                     Done           Web Services   \n",
       "1045                     Done                  Build   \n",
       "1046                     Done       Maven Repository   \n",
       "1047                     Done       Maven Repository   \n",
       "1048                 Deferred           Web Services   \n",
       "1049                     Done       Maven Repository   \n",
       "1050                     Done                    Web   \n",
       "1051                     Done               Consoles   \n",
       "1052                     Done                  Other   \n",
       "1053                     Done    Transaction Manager   \n",
       "1054                     Done           Web Services   \n",
       "1055                     Done               Security   \n",
       "1056                     Done                    EJB   \n",
       "1057                 Rejected  EJB Remoting Security   \n",
       "1058                     Done            Quickstarts   \n",
       "1059                     Done                  Build   \n",
       "1060                     Done                      ?   \n",
       "1061      Partially Completed                  Build   \n",
       "1062                     Done       Maven Repository   \n",
       "1063                     Done            Quickstarts   \n",
       "1064                     Done       Maven Repository   \n",
       "1065                     Done              Testsuite   \n",
       "\n",
       "                                Labels    ...    IntegrMess_lab  Web_lab  \\\n",
       "0                                  NaN    ...                 0        0   \n",
       "1                                  NaN    ...                 0        0   \n",
       "2                                  NaN    ...                 0        0   \n",
       "3                                  NaN    ...                 0        0   \n",
       "4                                  NaN    ...                 0        0   \n",
       "5                      eap601candidate    ...                 0        0   \n",
       "6                                  NaN    ...                 0        0   \n",
       "7                                  NaN    ...                 0        0   \n",
       "8                                  NaN    ...                 0        0   \n",
       "9                                  NaN    ...                 0        0   \n",
       "10                                 NaN    ...                 0        0   \n",
       "11                                 NaN    ...                 0        0   \n",
       "12                                 NaN    ...                 0        0   \n",
       "13                     eap601candidate    ...                 0        0   \n",
       "14                                 NaN    ...                 0        0   \n",
       "15         authentication jaspi jaspic    ...                 0        1   \n",
       "16                                 rhq    ...                 0        0   \n",
       "17    eap6_clustering eap6_need_triage    ...                 0        0   \n",
       "18                                 NaN    ...                 0        0   \n",
       "19                     eap601candidate    ...                 0        0   \n",
       "20                                 NaN    ...                 0        0   \n",
       "21                                 NaN    ...                 0        0   \n",
       "22                                 NaN    ...                 0        0   \n",
       "23                                 NaN    ...                 0        0   \n",
       "24                        gss_required    ...                 0        0   \n",
       "25                                 NaN    ...                 0        0   \n",
       "26                                 NaN    ...                 0        0   \n",
       "27                                 NaN    ...                 0        1   \n",
       "28                                 NaN    ...                 0        0   \n",
       "29                     eap601candidate    ...                 0        0   \n",
       "...                                ...    ...               ...      ...   \n",
       "1036                               NaN    ...                 0        0   \n",
       "1037                               NaN    ...                 0        0   \n",
       "1038                               NaN    ...                 0        0   \n",
       "1039                               NaN    ...                 0        0   \n",
       "1040                               NaN    ...                 0        0   \n",
       "1041                               NaN    ...                 0        0   \n",
       "1042                  eap6_need_triage    ...                 0        0   \n",
       "1043                  eap6_need_triage    ...                 0        0   \n",
       "1044                               NaN    ...                 0        1   \n",
       "1045                               NaN    ...                 0        0   \n",
       "1046                               NaN    ...                 0        0   \n",
       "1047                               NaN    ...                 0        0   \n",
       "1048                               NaN    ...                 0        1   \n",
       "1049                               NaN    ...                 0        0   \n",
       "1050                               NaN    ...                 0        1   \n",
       "1051                  eap6_need_triage    ...                 0        0   \n",
       "1052                  eap6_need_triage    ...                 0        0   \n",
       "1053                               NaN    ...                 0        0   \n",
       "1054                               NaN    ...                 0        1   \n",
       "1055                  eap6_need_triage    ...                 0        0   \n",
       "1056                       interceptor    ...                 0        0   \n",
       "1057      as7-ignored eap6_need_triage    ...                 0        0   \n",
       "1058                               NaN    ...                 0        0   \n",
       "1059                               NaN    ...                 0        0   \n",
       "1060                   eap601candidate    ...                 0        0   \n",
       "1061                  eap6_need_triage    ...                 0        0   \n",
       "1062                             maven    ...                 0        0   \n",
       "1063                               NaN    ...                 0        0   \n",
       "1064                               NaN    ...                 0        0   \n",
       "1065                               NaN    ...                 0        0   \n",
       "\n",
       "      Server_lab  Security_lab Testsuite_lab LoadBalance_lab Hornet_lab  \\\n",
       "0              0             0             0               0          0   \n",
       "1              0             0             0               0          0   \n",
       "2              0             0             0               0          0   \n",
       "3              0             0             0               0          0   \n",
       "4              0             0             0               0          0   \n",
       "5              0             0             0               0          0   \n",
       "6              0             0             0               0          0   \n",
       "7              0             0             0               0          1   \n",
       "8              0             1             0               0          0   \n",
       "9              0             0             0               0          1   \n",
       "10             0             0             0               0          1   \n",
       "11             0             0             0               0          0   \n",
       "12             0             0             0               0          1   \n",
       "13             0             0             0               0          0   \n",
       "14             0             0             0               0          1   \n",
       "15             0             1             0               0          0   \n",
       "16             0             0             0               0          0   \n",
       "17             0             0             0               0          0   \n",
       "18             0             0             0               0          1   \n",
       "19             0             0             0               0          0   \n",
       "20             0             0             0               0          0   \n",
       "21             0             1             0               0          0   \n",
       "22             0             0             0               0          1   \n",
       "23             0             0             0               0          1   \n",
       "24             0             0             0               0          1   \n",
       "25             0             0             1               0          0   \n",
       "26             0             0             0               0          0   \n",
       "27             0             0             0               0          0   \n",
       "28             0             0             0               0          0   \n",
       "29             0             1             0               0          0   \n",
       "...          ...           ...           ...             ...        ...   \n",
       "1036           0             0             0               0          0   \n",
       "1037           0             0             0               0          0   \n",
       "1038           0             0             0               0          0   \n",
       "1039           0             0             0               0          0   \n",
       "1040           0             0             0               0          0   \n",
       "1041           0             0             0               0          0   \n",
       "1042           0             0             0               0          0   \n",
       "1043           0             1             0               0          0   \n",
       "1044           0             0             0               0          0   \n",
       "1045           0             0             0               0          0   \n",
       "1046           0             0             0               0          0   \n",
       "1047           0             0             0               0          0   \n",
       "1048           0             0             0               0          0   \n",
       "1049           0             0             0               0          0   \n",
       "1050           0             0             0               0          0   \n",
       "1051           0             0             0               0          0   \n",
       "1052           0             0             0               0          0   \n",
       "1053           1             0             0               0          0   \n",
       "1054           0             0             0               0          0   \n",
       "1055           0             1             0               0          0   \n",
       "1056           0             0             0               0          0   \n",
       "1057           0             1             0               0          0   \n",
       "1058           0             0             0               0          0   \n",
       "1059           0             0             0               0          0   \n",
       "1060           0             0             0               0          0   \n",
       "1061           0             0             0               0          0   \n",
       "1062           0             0             0               0          0   \n",
       "1063           0             0             0               0          0   \n",
       "1064           0             0             0               0          0   \n",
       "1065           0             0             1               0          0   \n",
       "\n",
       "     Maven_lab Servnet_lab Other_lab  \n",
       "0            0           0         0  \n",
       "1            0           0         0  \n",
       "2            0           0         0  \n",
       "3            0           0         0  \n",
       "4            0           0         0  \n",
       "5            0           0         1  \n",
       "6            0           0         1  \n",
       "7            0           0         0  \n",
       "8            0           0         0  \n",
       "9            0           0         0  \n",
       "10           0           0         0  \n",
       "11           0           0         0  \n",
       "12           0           0         0  \n",
       "13           0           0         0  \n",
       "14           0           0         0  \n",
       "15           0           0         0  \n",
       "16           0           1         0  \n",
       "17           0           0         0  \n",
       "18           0           0         0  \n",
       "19           0           0         0  \n",
       "20           0           0         0  \n",
       "21           0           0         0  \n",
       "22           0           0         0  \n",
       "23           0           0         0  \n",
       "24           0           0         0  \n",
       "25           0           0         0  \n",
       "26           0           0         1  \n",
       "27           0           0         0  \n",
       "28           0           0         1  \n",
       "29           0           0         0  \n",
       "...        ...         ...       ...  \n",
       "1036         0           0         0  \n",
       "1037         0           0         1  \n",
       "1038         0           0         0  \n",
       "1039         1           0         0  \n",
       "1040         0           0         0  \n",
       "1041         0           0         0  \n",
       "1042         0           0         0  \n",
       "1043         0           0         0  \n",
       "1044         0           0         0  \n",
       "1045         0           0         0  \n",
       "1046         1           0         0  \n",
       "1047         1           0         0  \n",
       "1048         0           0         0  \n",
       "1049         1           0         0  \n",
       "1050         0           0         0  \n",
       "1051         0           0         0  \n",
       "1052         0           0         1  \n",
       "1053         0           0         0  \n",
       "1054         0           0         0  \n",
       "1055         0           0         0  \n",
       "1056         0           0         0  \n",
       "1057         0           1         0  \n",
       "1058         0           0         0  \n",
       "1059         0           0         0  \n",
       "1060         0           0         1  \n",
       "1061         0           0         0  \n",
       "1062         1           0         0  \n",
       "1063         0           0         0  \n",
       "1064         1           0         0  \n",
       "1065         0           0         0  \n",
       "\n",
       "[1066 rows x 40 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ttr\n",
      "Минимум: 0  Максимум: 609  Среднее: 112.28236397748593\n",
      "Attachments\n",
      "Минимум: 0  Максимум: 17  Среднее: 0.2804878048780488\n",
      "Comments\n",
      "Минимум: 1  Максимум: 126  Среднее: 7.279549718574109\n"
     ]
    },
    {
     "data": {
      "image/png": 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fBf6GwV+4k/S6mgfmq+q+bnw3g7AfeQ+TFu59tkIYd8NbNbycwf3rs/O/1L2bfh3wxbM/1o1akjD4FPKxqnrL0KmJ6iXJVJLLu+PvAG5g8ObXBxlsmwHf2sdYbatRVbdW1aaqmmbw+v9AVf08E9TDWUmekuSpZ4+BnwQeYoJeV1X1n8CpJN/fTf0Eg+3QR9/DKN+MWOUbGC8F/o3BvdLXjbqeZWr9S+AzwFcZ/I39Cgb3O+8FHum+P71bGwa/CfQp4JPAzKjrH+rjRxn86Pgg8ED39dJJ6wV4DvDxro+HgNu6+auBjwJzwHuAJ3XzT+7Gc935q0fdw6J+XgTcM6k9dDV/ovs6evbP8wS+rq4BZrvX1d8CTxuHHtx+QJIaNGm3ZSRJPRjuktQgw12SGmS4S1KDDHdJapDhLkkNMtwlqUH/D1qxHDA76EiYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def infa(data, field):\n",
    "    print (field)    \n",
    "    print ('Минимум: ' + str(data[field].min())+ '  Максимум: ' + str(data[field].max())+'  Среднее: ' + str(data[field].mean()))\n",
    "        \n",
    "    plt.figure()\n",
    "    btt=numpy.array(data[field])\n",
    "    hist_rf=plt.hist(btt, weights=numpy.zeros_like(btt) + 1. / btt.size, bins=10)\n",
    "    plt.title(field) \n",
    "    \n",
    "    return\n",
    "\n",
    "infa(data, 'ttr')\n",
    "infa(data, 'Attachments')\n",
    "infa(data, 'Comments')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Resolution\n",
      "Cannot Reproduce             5\n",
      "Deferred                     4\n",
      "Done                       686\n",
      "Duplicate Issue             13\n",
      "Migrated to another ITS    290\n",
      "Out of Date                  7\n",
      "Partially Completed          2\n",
      "Rejected                    29\n",
      "Won't Fix                   30\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(data.groupby(['Resolution'])['Issue_key'].count())\n",
    "plot = data.groupby(['Resolution'])['Issue_key'].count().plot.pie(y='Status', figsize=(7, 7),  legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Priority\n",
      "Blocker      72\n",
      "Critical     73\n",
      "Major       826\n",
      "Minor        91\n",
      "Optional      2\n",
      "Trivial       2\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(data.groupby(['Priority'])['Issue_key'].count())\n",
    "plot = data.groupby(['Priority'])['Issue_key'].count().plot.pie(y='Status', figsize=(5, 5),legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "was_reopened\n",
      "0.0    658\n",
      "1.0    408\n",
      "Name: Issue_key, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(data.groupby(['was_reopened'])['Issue_key'].count())\n",
    "plot = data.groupby(['was_reopened'])['Issue_key'].count().plot.pie(y='Status', figsize=(5, 5),legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "AOT=['Builds', 'Docs', 'Clustering', 'Config', 'EJB', 'Hibernate', 'IntegrMess', 'Web', 'Server', 'Security','Testsuite', 'Hornet', 'Maven' , 'Servnet', 'Other']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "an={}\n",
    "for i in range(len(AOT)):\n",
    "    an.update({AOT[i]:data[AOT[i]+'_lab'].sum()}) \n",
    "plt.figure()\n",
    "plt.xticks(range(len(an)), an.keys(),rotation=45, rotation_mode='anchor')    \n",
    "plt.bar(range(len(an)), an.values(), align='center')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:5: FutureWarning: specifying 'categories' or 'ordered' in .astype() is deprecated; pass a CategoricalDtype instead\n",
      "  \"\"\"\n",
      "/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py:595: DataConversionWarning: Data with input dtype int64 was converted to float64 by the scale function.\n",
      "  warnings.warn(msg, DataConversionWarning)\n",
      "/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py:595: DataConversionWarning: Data with input dtype int64 was converted to float64 by the scale function.\n",
      "  warnings.warn(msg, DataConversionWarning)\n",
      "/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py:595: DataConversionWarning: Data with input dtype int64 was converted to float64 by the scale function.\n",
      "  warnings.warn(msg, DataConversionWarning)\n"
     ]
    }
   ],
   "source": [
    "bin_data=data\n",
    "\n",
    "bin_data=pandas.get_dummies(bin_data, prefix=['Resolution'], columns=['Resolution'])\n",
    "\n",
    "bin_data['Priority_ord']=bin_data['Priority'].astype(\"category\", ordered=True,categories=['Optional', 'Trivial', 'Minor', 'Major', 'Critical', 'Blocker']).cat.codes\n",
    "\n",
    "bin_data['norm_ttr']=preprocessing.scale(bin_data['ttr'])\n",
    "bin_data['norm_att']=preprocessing.scale(bin_data['Attachments'])\n",
    "bin_data['norm_comm']=preprocessing.scale(bin_data['Comments'])\n",
    "\n",
    "bin_data['Resolution_Wont Fix_new']=bin_data[\"Resolution_Won't Fix\"]+bin_data['Resolution_Cannot Reproduce']\n",
    "bin_data['Resolution_Migrated_new']=bin_data['Resolution_Migrated to another ITS']+bin_data['Resolution_Out of Date']+bin_data['Resolution_Deferred']+bin_data['Resolution_Partially Completed']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Issue_key</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Status</th>\n",
       "      <th>Project_name</th>\n",
       "      <th>Priority</th>\n",
       "      <th>Components</th>\n",
       "      <th>Labels</th>\n",
       "      <th>Description</th>\n",
       "      <th>...</th>\n",
       "      <th>Resolution_Out of Date</th>\n",
       "      <th>Resolution_Partially Completed</th>\n",
       "      <th>Resolution_Rejected</th>\n",
       "      <th>Resolution_Won't Fix</th>\n",
       "      <th>Priority_ord</th>\n",
       "      <th>norm_ttr</th>\n",
       "      <th>norm_att</th>\n",
       "      <th>norm_comm</th>\n",
       "      <th>Resolution_Wont Fix_new</th>\n",
       "      <th>Resolution_Migrated_new</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5055</td>\n",
       "      <td>0</td>\n",
       "      <td>JBPAPP6-1762</td>\n",
       "      <td>@Resource injection of Datasource on clustered...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A clustered SFSB with a Datasource @Resource ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.763428</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.874118</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5056</td>\n",
       "      <td>1</td>\n",
       "      <td>JBPAPP6-1774</td>\n",
       "      <td>jconsole.bat fails if trying to connect to a s...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Scripts and Commands</td>\n",
       "      <td>NaN</td>\n",
       "      <td>If trying to connect to a standalone EAP 6.0....</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.779622</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>2.044732</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5057</td>\n",
       "      <td>2</td>\n",
       "      <td>JBPAPP6-1534</td>\n",
       "      <td>Need to document how to deploy files via the H...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Documentation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The deployment documentation &lt;span class=\"err...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.609066</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.816770</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5058</td>\n",
       "      <td>3</td>\n",
       "      <td>JBPAPP6-1290</td>\n",
       "      <td>CacheException: Unable to end batch</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;p/&gt;\\n&lt;div id=\"syntaxplugin\" class=\"syntaxplug...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.253301</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.166429</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5059</td>\n",
       "      <td>4</td>\n",
       "      <td>JBPAPP6-1320</td>\n",
       "      <td>EJBCLIENT000028: No EJB receiver contexts avai...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Clustering EJB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>after network restoration, we saw client gett...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.010384</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.296497</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5060</td>\n",
       "      <td>5</td>\n",
       "      <td>JBPAPP6-1403</td>\n",
       "      <td>Inconsistent way of logging messages.</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>eap601candidate</td>\n",
       "      <td>Subsystems use various ways of logging messag...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.196107</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.166429</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5061</td>\n",
       "      <td>6</td>\n",
       "      <td>JBPAPP6-1428</td>\n",
       "      <td>cli help --commands doesn't list commands</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>This is a regression introduced by &lt;a href=\"h...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.353993</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.816770</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5062</td>\n",
       "      <td>7</td>\n",
       "      <td>JBPAPP6-1525</td>\n",
       "      <td>ClientSessionFactoryImpl.forceReturnChannel1 t...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is npe in NettySymmetricClusterWithDisc...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.787206</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.296497</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5063</td>\n",
       "      <td>8</td>\n",
       "      <td>JBPAPP6-1508</td>\n",
       "      <td>Picketlink does not recognize JBoss EAP 6.0</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>PicketLink</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ServerDetector#isJboss() always returns false...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.026064</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.093708</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5064</td>\n",
       "      <td>9</td>\n",
       "      <td>JBPAPP6-1526</td>\n",
       "      <td>Can't load log handler \"java.util.logging.File...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Minor</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>These tests fail in hudson job&lt;span class=\"er...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.762914</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.223776</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5065</td>\n",
       "      <td>10</td>\n",
       "      <td>JBPAPP6-1519</td>\n",
       "      <td>CLONE - NPE in ServerLocatorImpl - ClusterConn...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is npe thrown during shutdown of server...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.787206</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.353844</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5066</td>\n",
       "      <td>11</td>\n",
       "      <td>JBPAPP6-1306</td>\n",
       "      <td>IllegalStateException: transport was closed on...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>NaN</td>\n",
       "      <td>During the app undeploy we are getting: \\n&lt;p/...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.005811</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.036361</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5067</td>\n",
       "      <td>12</td>\n",
       "      <td>JBPAPP6-1268</td>\n",
       "      <td>NPE during start of backup server</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is NPE during start of backup server: \\...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.156134</td>\n",
       "      <td>1.857875</td>\n",
       "      <td>-0.296497</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5068</td>\n",
       "      <td>13</td>\n",
       "      <td>JBPAPP6-1487</td>\n",
       "      <td>HHH-7287 Problem in caching proper natural-id-...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Hibernate</td>\n",
       "      <td>eap601candidate</td>\n",
       "      <td>This could be a valid bug and should be fixed...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.277079</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.426565</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5069</td>\n",
       "      <td>14</td>\n",
       "      <td>JBPAPP6-1522</td>\n",
       "      <td>CLONE - NPE in ClientSessionFactoryImpl - Nett...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is npe in log of NettySymmetricClusterW...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.787206</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.036361</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5070</td>\n",
       "      <td>15</td>\n",
       "      <td>JBPAPP6-1332</td>\n",
       "      <td>CLONE - WebJASPIAuthenticator ignores GroupPri...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Security Web</td>\n",
       "      <td>authentication jaspi jaspic</td>\n",
       "      <td>In JBoss AS 7.1.1, if a user provided &lt;tt&gt;Ser...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.107551</td>\n",
       "      <td>0.777409</td>\n",
       "      <td>0.874118</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5071</td>\n",
       "      <td>16</td>\n",
       "      <td>JBPAPP6-1461</td>\n",
       "      <td>Server sends \"big interger &lt;val&gt;\" for config e...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Remoting RHQ+EMS</td>\n",
       "      <td>rhq</td>\n",
       "      <td>Cloned from &lt;a href=\"https://issues.jboss.org...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.042259</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.093708</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5072</td>\n",
       "      <td>17</td>\n",
       "      <td>JBPAPP6-1397</td>\n",
       "      <td>NotSerializableException: org.infinispan.loade...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>eap6_clustering eap6_need_triage</td>\n",
       "      <td>Just undeploying application from one node in...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.422830</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.264322</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5073</td>\n",
       "      <td>18</td>\n",
       "      <td>JBPAPP6-1331</td>\n",
       "      <td>Leaking threads in JMSBridgeImplTest.testStart...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Test org.hornetq.tests.timing.jms.bridge.impl...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.005811</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.093708</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5074</td>\n",
       "      <td>19</td>\n",
       "      <td>JBPAPP6-1379</td>\n",
       "      <td>Jdr script utility isn't able to connect to lo...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Scripts and Commands</td>\n",
       "      <td>eap601candidate</td>\n",
       "      <td>Starting $EAP_HOME/bin/jdr.sh script on runni...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.082745</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.004186</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5075</td>\n",
       "      <td>20</td>\n",
       "      <td>JBPAPP6-1341</td>\n",
       "      <td>EAP6 CLI error when data is over 64k</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Consoles</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Running a command from the CLI that generates...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.248728</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.134254</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5076</td>\n",
       "      <td>21</td>\n",
       "      <td>JBPAPP6-1710</td>\n",
       "      <td>Long alias name causes \"Vault Mismatch\" at sta...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Security</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When I use a long alias name in password vaul...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.536705</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.613981</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5077</td>\n",
       "      <td>22</td>\n",
       "      <td>JBPAPP6-1283</td>\n",
       "      <td>Errors during looking at JMS Destinations in w...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Consoles HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Looking at deployed queues in  in Runtime -  ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.164231</td>\n",
       "      <td>1.857875</td>\n",
       "      <td>0.483913</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5078</td>\n",
       "      <td>23</td>\n",
       "      <td>JBPAPP6-1528</td>\n",
       "      <td>ClientSessionFactoryImpl throws npe - NettySym...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is npe in NettySymmetricClusterTest - \\...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.787206</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.296497</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5079</td>\n",
       "      <td>24</td>\n",
       "      <td>JBPAPP6-1562</td>\n",
       "      <td>Unnecessary warn messages and stack traces in ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Minor</td>\n",
       "      <td>HornetQ</td>\n",
       "      <td>gss_required</td>\n",
       "      <td>Hi Clebert,&lt;br/&gt;\\nfollowing exception occurs ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.997755</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.166429</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5080</td>\n",
       "      <td>25</td>\n",
       "      <td>JBPAPP6-1421</td>\n",
       "      <td>CLITestSuite and DomainTestSuite fails consist...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Testsuite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLITestSuite and DomainTestsuite fail consist...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.754817</td>\n",
       "      <td>1.857875</td>\n",
       "      <td>1.004186</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5081</td>\n",
       "      <td>26</td>\n",
       "      <td>JBPAPP6-1500</td>\n",
       "      <td>[AS7-4981]Server instance cannot start after h...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;a href=\"https://issues.jboss.org/browse/AS7-...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.928897</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.816770</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5082</td>\n",
       "      <td>27</td>\n",
       "      <td>JBPAPP6-477</td>\n",
       "      <td>JBossWS testsuite fails on IPv6</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Web Services</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Testing on AS711 against JBossWS CXF 4.0.2. I...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.747233</td>\n",
       "      <td>1.857875</td>\n",
       "      <td>2.434937</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5083</td>\n",
       "      <td>28</td>\n",
       "      <td>JBPAPP6-1399</td>\n",
       "      <td>All classes that implement AsyncListener are t...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>It tries to create this class if CXF is packa...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.653591</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.874118</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5084</td>\n",
       "      <td>29</td>\n",
       "      <td>JBPAPP6-1492</td>\n",
       "      <td>Vault error \"Exception encountered:PB00019: Pr...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Security</td>\n",
       "      <td>eap601candidate</td>\n",
       "      <td>I tried to set up vault on Windows, following...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.762914</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.744049</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>6091</td>\n",
       "      <td>36</td>\n",
       "      <td>JBPAPP6-64</td>\n",
       "      <td>CLONE - Add -Djava.net.preferIPv4Stack=true in...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Scripts and Commands</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Parameter -Djava.net.preferIPv4Stack=true is ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.183971</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>6092</td>\n",
       "      <td>37</td>\n",
       "      <td>JBPAPP6-881</td>\n",
       "      <td>log4j levels not properly checked before logging</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>log4j-jboss-logmanager does not always check ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.820109</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.426565</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>6093</td>\n",
       "      <td>38</td>\n",
       "      <td>JBPAPP6-134</td>\n",
       "      <td>@AuditJoinTable used with Unidirectional Oneto...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Hibernate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>@AuditJoinTable used with unidirectional One-...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.418791</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.036361</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>6094</td>\n",
       "      <td>39</td>\n",
       "      <td>JBPAPP6-807</td>\n",
       "      <td>EAP Maven Plugin repository is missing surefir...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Plugins aggregated in following repository: \\...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.812011</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>6095</td>\n",
       "      <td>40</td>\n",
       "      <td>JBPAPP6-325</td>\n",
       "      <td>Installer -console option does not work</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Installer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Please see the attached screenshot, it's self...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.909178</td>\n",
       "      <td>0.777409</td>\n",
       "      <td>-0.036361</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>6096</td>\n",
       "      <td>41</td>\n",
       "      <td>JBPAPP6-15</td>\n",
       "      <td>CLONE - ClassNotFoundException: org.jgroups.ut...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Clustering</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Just randomly thrown out when creating about ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.467375</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.426565</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>6097</td>\n",
       "      <td>42</td>\n",
       "      <td>JBPAPP6-645</td>\n",
       "      <td>Remove method does not work properly for EJB2 ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>EJB</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>This bug is probably related to &lt;a href=\"http...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.812011</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.296497</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>6098</td>\n",
       "      <td>43</td>\n",
       "      <td>JBPAPP6-602</td>\n",
       "      <td>Silent auth should be disabled by default in e...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Security</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>The upstream decision was to have silent auth...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.787720</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.686702</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>6099</td>\n",
       "      <td>44</td>\n",
       "      <td>JBPAPP6-867</td>\n",
       "      <td>Need additional dependencies in jbossws-cxf-cl...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Web Services</td>\n",
       "      <td>NaN</td>\n",
       "      <td>When running a standalone client via JBoss mo...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.350468</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.744049</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>6100</td>\n",
       "      <td>45</td>\n",
       "      <td>JBPAPP6-226</td>\n",
       "      <td>Missing server profiles in EAP6</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Build</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EAP6 is missing the following server profiles...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.382857</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.036361</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>6101</td>\n",
       "      <td>46</td>\n",
       "      <td>JBPAPP6-67</td>\n",
       "      <td>Missing dependency org.glassfish.api:api:1-red...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Following dependency is not completely presen...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.568580</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.353844</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>6102</td>\n",
       "      <td>47</td>\n",
       "      <td>JBPAPP6-526</td>\n",
       "      <td>Artifacts in EAP 6 repository reference JBoss ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Blocker</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Here's the command I used to check: \\n\\n grep...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.488121</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.426565</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>6103</td>\n",
       "      <td>48</td>\n",
       "      <td>JBPAPP6-740</td>\n",
       "      <td>IBM 6 32b JDK and org.jboss.test.ws.jaxws.endp...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Web Services</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I have failures of org.jboss.test.ws.jaxws.en...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.901081</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>6104</td>\n",
       "      <td>49</td>\n",
       "      <td>JBPAPP6-1770</td>\n",
       "      <td>h2database</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>NaN</td>\n",
       "      <td>com.h2database.h2 is listed in the boms as be...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.868692</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>6105</td>\n",
       "      <td>50</td>\n",
       "      <td>JBPAPP6-82</td>\n",
       "      <td>Deployment of a WAR archive with malformed web...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Web</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Deployment of a WAR archive with malformed we...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.455219</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>6106</td>\n",
       "      <td>51</td>\n",
       "      <td>JBPAPP6-419</td>\n",
       "      <td>Admin console: unable to remove security modul...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Consoles</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>For a security domain, create a &lt;span class=\"...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.787720</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.426565</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>6107</td>\n",
       "      <td>52</td>\n",
       "      <td>JBPAPP6-822</td>\n",
       "      <td>Weld 1.1 integration testsuite has many failur...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Other</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>On IBM JDKs, the Weld 1.1 testsuite has many ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.763428</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.874118</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>6108</td>\n",
       "      <td>53</td>\n",
       "      <td>JBPAPP6-1057</td>\n",
       "      <td>WS-BA \"cannot complete\" message dropped</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Transaction Manager</td>\n",
       "      <td>NaN</td>\n",
       "      <td>This is a regression from 6.0.0.Final to 6.0....</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.876789</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>6109</td>\n",
       "      <td>54</td>\n",
       "      <td>JBPAPP6-48</td>\n",
       "      <td>WS tests for wsconsume.sh are failing on EAP6 ...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>Web Services</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Four WS tests are failing on EAP6 DR10 build ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1.455219</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.004186</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>6110</td>\n",
       "      <td>55</td>\n",
       "      <td>JBPAPP6-956</td>\n",
       "      <td>JACC permissions are not created for applicati...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Security</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>Standalone Web (war) and EJB3 (jar) applicati...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.337798</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>6111</td>\n",
       "      <td>56</td>\n",
       "      <td>JBPAPP6-642</td>\n",
       "      <td>jboss-ejb3.xml doesn't correctly redefines int...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>EJB</td>\n",
       "      <td>interceptor</td>\n",
       "      <td>When defined interceptor in ejb-jar.xml and i...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.536705</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.223776</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>6112</td>\n",
       "      <td>57</td>\n",
       "      <td>JBPAPP6-609</td>\n",
       "      <td>CLONE - Enable use of PLAIN SASL mechanism wit...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Critical</td>\n",
       "      <td>EJB Remoting Security</td>\n",
       "      <td>as7-ignored eap6_need_triage</td>\n",
       "      <td>Support for the PLAIN SASL mechanism to pass ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.722942</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.394391</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>6113</td>\n",
       "      <td>58</td>\n",
       "      <td>JBPAPP6-721</td>\n",
       "      <td>Failed to execute minification task for kitche...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Quickstarts</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Executing mvn clean package jboss-as:deploy -...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.641969</td>\n",
       "      <td>2.938342</td>\n",
       "      <td>0.223776</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>6114</td>\n",
       "      <td>59</td>\n",
       "      <td>JBPAPP6-230</td>\n",
       "      <td>Product build of xercesImpl doesn't match upst...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Build</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There appear to be differences between the up...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.876789</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.483913</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>6115</td>\n",
       "      <td>60</td>\n",
       "      <td>JBPAPP6-925</td>\n",
       "      <td>CLONE - Weld - Deadlock between Weld AbstractC...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>?</td>\n",
       "      <td>eap601candidate</td>\n",
       "      <td>The following beans will cause a deadlock bet...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.099453</td>\n",
       "      <td>2.938342</td>\n",
       "      <td>0.093708</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>6116</td>\n",
       "      <td>61</td>\n",
       "      <td>JBPAPP6-734</td>\n",
       "      <td>Missing sources and javadoc for almost half of...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Build</td>\n",
       "      <td>eap6_need_triage</td>\n",
       "      <td>Missing sources and javadoc for almost half o...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.070589</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.353844</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>6117</td>\n",
       "      <td>62</td>\n",
       "      <td>JBPAPP6-933</td>\n",
       "      <td>Incorrect version number in JBoss EAP 6 GA Mav...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Minor</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>maven</td>\n",
       "      <td>The artifact \"hibernate-core\" \\n\\n&lt;p/&gt;\\n&lt;div ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.536705</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.166429</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>6118</td>\n",
       "      <td>63</td>\n",
       "      <td>JBPAPP6-599</td>\n",
       "      <td>Test execution in all EAP6 ER6 quickstarts exa...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Quickstarts</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Execution of command:&lt;br/&gt;\\nmvn clean test -P...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.617677</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.004186</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>6119</td>\n",
       "      <td>64</td>\n",
       "      <td>JBPAPP6-1029</td>\n",
       "      <td>Invalid POMs in the EAP 6.0.1 Maven repository</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Maven Repository</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Maven repository for EAP 6.0.1 contains i...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.763428</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.223776</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>6120</td>\n",
       "      <td>65</td>\n",
       "      <td>JBPAPP6-718</td>\n",
       "      <td>JdrReportManagmentTestCase fails on Windows pl...</td>\n",
       "      <td>Closed</td>\n",
       "      <td>JBoss Enterprise Application Platform 6</td>\n",
       "      <td>Major</td>\n",
       "      <td>Testsuite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JdrReportManagmentTestCase fails on Windows w...</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.083259</td>\n",
       "      <td>4.018808</td>\n",
       "      <td>2.434937</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1066 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0  Unnamed: 0.1     Issue_key  \\\n",
       "0           5055             0  JBPAPP6-1762   \n",
       "1           5056             1  JBPAPP6-1774   \n",
       "2           5057             2  JBPAPP6-1534   \n",
       "3           5058             3  JBPAPP6-1290   \n",
       "4           5059             4  JBPAPP6-1320   \n",
       "5           5060             5  JBPAPP6-1403   \n",
       "6           5061             6  JBPAPP6-1428   \n",
       "7           5062             7  JBPAPP6-1525   \n",
       "8           5063             8  JBPAPP6-1508   \n",
       "9           5064             9  JBPAPP6-1526   \n",
       "10          5065            10  JBPAPP6-1519   \n",
       "11          5066            11  JBPAPP6-1306   \n",
       "12          5067            12  JBPAPP6-1268   \n",
       "13          5068            13  JBPAPP6-1487   \n",
       "14          5069            14  JBPAPP6-1522   \n",
       "15          5070            15  JBPAPP6-1332   \n",
       "16          5071            16  JBPAPP6-1461   \n",
       "17          5072            17  JBPAPP6-1397   \n",
       "18          5073            18  JBPAPP6-1331   \n",
       "19          5074            19  JBPAPP6-1379   \n",
       "20          5075            20  JBPAPP6-1341   \n",
       "21          5076            21  JBPAPP6-1710   \n",
       "22          5077            22  JBPAPP6-1283   \n",
       "23          5078            23  JBPAPP6-1528   \n",
       "24          5079            24  JBPAPP6-1562   \n",
       "25          5080            25  JBPAPP6-1421   \n",
       "26          5081            26  JBPAPP6-1500   \n",
       "27          5082            27   JBPAPP6-477   \n",
       "28          5083            28  JBPAPP6-1399   \n",
       "29          5084            29  JBPAPP6-1492   \n",
       "...          ...           ...           ...   \n",
       "1036        6091            36    JBPAPP6-64   \n",
       "1037        6092            37   JBPAPP6-881   \n",
       "1038        6093            38   JBPAPP6-134   \n",
       "1039        6094            39   JBPAPP6-807   \n",
       "1040        6095            40   JBPAPP6-325   \n",
       "1041        6096            41    JBPAPP6-15   \n",
       "1042        6097            42   JBPAPP6-645   \n",
       "1043        6098            43   JBPAPP6-602   \n",
       "1044        6099            44   JBPAPP6-867   \n",
       "1045        6100            45   JBPAPP6-226   \n",
       "1046        6101            46    JBPAPP6-67   \n",
       "1047        6102            47   JBPAPP6-526   \n",
       "1048        6103            48   JBPAPP6-740   \n",
       "1049        6104            49  JBPAPP6-1770   \n",
       "1050        6105            50    JBPAPP6-82   \n",
       "1051        6106            51   JBPAPP6-419   \n",
       "1052        6107            52   JBPAPP6-822   \n",
       "1053        6108            53  JBPAPP6-1057   \n",
       "1054        6109            54    JBPAPP6-48   \n",
       "1055        6110            55   JBPAPP6-956   \n",
       "1056        6111            56   JBPAPP6-642   \n",
       "1057        6112            57   JBPAPP6-609   \n",
       "1058        6113            58   JBPAPP6-721   \n",
       "1059        6114            59   JBPAPP6-230   \n",
       "1060        6115            60   JBPAPP6-925   \n",
       "1061        6116            61   JBPAPP6-734   \n",
       "1062        6117            62   JBPAPP6-933   \n",
       "1063        6118            63   JBPAPP6-599   \n",
       "1064        6119            64  JBPAPP6-1029   \n",
       "1065        6120            65   JBPAPP6-718   \n",
       "\n",
       "                                                Summary  Status  \\\n",
       "0     @Resource injection of Datasource on clustered...  Closed   \n",
       "1     jconsole.bat fails if trying to connect to a s...  Closed   \n",
       "2     Need to document how to deploy files via the H...  Closed   \n",
       "3                   CacheException: Unable to end batch  Closed   \n",
       "4     EJBCLIENT000028: No EJB receiver contexts avai...  Closed   \n",
       "5                 Inconsistent way of logging messages.  Closed   \n",
       "6             cli help --commands doesn't list commands  Closed   \n",
       "7     ClientSessionFactoryImpl.forceReturnChannel1 t...  Closed   \n",
       "8           Picketlink does not recognize JBoss EAP 6.0  Closed   \n",
       "9     Can't load log handler \"java.util.logging.File...  Closed   \n",
       "10    CLONE - NPE in ServerLocatorImpl - ClusterConn...  Closed   \n",
       "11    IllegalStateException: transport was closed on...  Closed   \n",
       "12                    NPE during start of backup server  Closed   \n",
       "13    HHH-7287 Problem in caching proper natural-id-...  Closed   \n",
       "14    CLONE - NPE in ClientSessionFactoryImpl - Nett...  Closed   \n",
       "15    CLONE - WebJASPIAuthenticator ignores GroupPri...  Closed   \n",
       "16    Server sends \"big interger <val>\" for config e...  Closed   \n",
       "17    NotSerializableException: org.infinispan.loade...  Closed   \n",
       "18    Leaking threads in JMSBridgeImplTest.testStart...  Closed   \n",
       "19    Jdr script utility isn't able to connect to lo...  Closed   \n",
       "20                 EAP6 CLI error when data is over 64k  Closed   \n",
       "21    Long alias name causes \"Vault Mismatch\" at sta...  Closed   \n",
       "22    Errors during looking at JMS Destinations in w...  Closed   \n",
       "23    ClientSessionFactoryImpl throws npe - NettySym...  Closed   \n",
       "24    Unnecessary warn messages and stack traces in ...  Closed   \n",
       "25    CLITestSuite and DomainTestSuite fails consist...  Closed   \n",
       "26    [AS7-4981]Server instance cannot start after h...  Closed   \n",
       "27                      JBossWS testsuite fails on IPv6  Closed   \n",
       "28    All classes that implement AsyncListener are t...  Closed   \n",
       "29    Vault error \"Exception encountered:PB00019: Pr...  Closed   \n",
       "...                                                 ...     ...   \n",
       "1036  CLONE - Add -Djava.net.preferIPv4Stack=true in...  Closed   \n",
       "1037   log4j levels not properly checked before logging  Closed   \n",
       "1038  @AuditJoinTable used with Unidirectional Oneto...  Closed   \n",
       "1039  EAP Maven Plugin repository is missing surefir...  Closed   \n",
       "1040            Installer -console option does not work  Closed   \n",
       "1041  CLONE - ClassNotFoundException: org.jgroups.ut...  Closed   \n",
       "1042  Remove method does not work properly for EJB2 ...  Closed   \n",
       "1043  Silent auth should be disabled by default in e...  Closed   \n",
       "1044  Need additional dependencies in jbossws-cxf-cl...  Closed   \n",
       "1045                    Missing server profiles in EAP6  Closed   \n",
       "1046  Missing dependency org.glassfish.api:api:1-red...  Closed   \n",
       "1047  Artifacts in EAP 6 repository reference JBoss ...  Closed   \n",
       "1048  IBM 6 32b JDK and org.jboss.test.ws.jaxws.endp...  Closed   \n",
       "1049                                         h2database  Closed   \n",
       "1050  Deployment of a WAR archive with malformed web...  Closed   \n",
       "1051  Admin console: unable to remove security modul...  Closed   \n",
       "1052  Weld 1.1 integration testsuite has many failur...  Closed   \n",
       "1053            WS-BA \"cannot complete\" message dropped  Closed   \n",
       "1054  WS tests for wsconsume.sh are failing on EAP6 ...  Closed   \n",
       "1055  JACC permissions are not created for applicati...  Closed   \n",
       "1056  jboss-ejb3.xml doesn't correctly redefines int...  Closed   \n",
       "1057  CLONE - Enable use of PLAIN SASL mechanism wit...  Closed   \n",
       "1058  Failed to execute minification task for kitche...  Closed   \n",
       "1059  Product build of xercesImpl doesn't match upst...  Closed   \n",
       "1060  CLONE - Weld - Deadlock between Weld AbstractC...  Closed   \n",
       "1061  Missing sources and javadoc for almost half of...  Closed   \n",
       "1062  Incorrect version number in JBoss EAP 6 GA Mav...  Closed   \n",
       "1063  Test execution in all EAP6 ER6 quickstarts exa...  Closed   \n",
       "1064     Invalid POMs in the EAP 6.0.1 Maven repository  Closed   \n",
       "1065  JdrReportManagmentTestCase fails on Windows pl...  Closed   \n",
       "\n",
       "                                 Project_name  Priority  \\\n",
       "0     JBoss Enterprise Application Platform 6     Major   \n",
       "1     JBoss Enterprise Application Platform 6     Major   \n",
       "2     JBoss Enterprise Application Platform 6     Major   \n",
       "3     JBoss Enterprise Application Platform 6     Major   \n",
       "4     JBoss Enterprise Application Platform 6     Major   \n",
       "5     JBoss Enterprise Application Platform 6     Major   \n",
       "6     JBoss Enterprise Application Platform 6     Major   \n",
       "7     JBoss Enterprise Application Platform 6     Major   \n",
       "8     JBoss Enterprise Application Platform 6     Major   \n",
       "9     JBoss Enterprise Application Platform 6     Minor   \n",
       "10    JBoss Enterprise Application Platform 6     Major   \n",
       "11    JBoss Enterprise Application Platform 6     Major   \n",
       "12    JBoss Enterprise Application Platform 6     Major   \n",
       "13    JBoss Enterprise Application Platform 6     Major   \n",
       "14    JBoss Enterprise Application Platform 6     Major   \n",
       "15    JBoss Enterprise Application Platform 6     Major   \n",
       "16    JBoss Enterprise Application Platform 6     Minor   \n",
       "17    JBoss Enterprise Application Platform 6     Major   \n",
       "18    JBoss Enterprise Application Platform 6     Major   \n",
       "19    JBoss Enterprise Application Platform 6     Major   \n",
       "20    JBoss Enterprise Application Platform 6     Major   \n",
       "21    JBoss Enterprise Application Platform 6     Major   \n",
       "22    JBoss Enterprise Application Platform 6     Major   \n",
       "23    JBoss Enterprise Application Platform 6     Major   \n",
       "24    JBoss Enterprise Application Platform 6     Minor   \n",
       "25    JBoss Enterprise Application Platform 6     Major   \n",
       "26    JBoss Enterprise Application Platform 6     Major   \n",
       "27    JBoss Enterprise Application Platform 6     Major   \n",
       "28    JBoss Enterprise Application Platform 6     Major   \n",
       "29    JBoss Enterprise Application Platform 6     Major   \n",
       "...                                       ...       ...   \n",
       "1036  JBoss Enterprise Application Platform 6     Major   \n",
       "1037  JBoss Enterprise Application Platform 6     Major   \n",
       "1038  JBoss Enterprise Application Platform 6     Major   \n",
       "1039  JBoss Enterprise Application Platform 6     Major   \n",
       "1040  JBoss Enterprise Application Platform 6  Critical   \n",
       "1041  JBoss Enterprise Application Platform 6  Critical   \n",
       "1042  JBoss Enterprise Application Platform 6   Blocker   \n",
       "1043  JBoss Enterprise Application Platform 6  Critical   \n",
       "1044  JBoss Enterprise Application Platform 6     Major   \n",
       "1045  JBoss Enterprise Application Platform 6  Critical   \n",
       "1046  JBoss Enterprise Application Platform 6     Major   \n",
       "1047  JBoss Enterprise Application Platform 6   Blocker   \n",
       "1048  JBoss Enterprise Application Platform 6     Minor   \n",
       "1049  JBoss Enterprise Application Platform 6     Major   \n",
       "1050  JBoss Enterprise Application Platform 6     Major   \n",
       "1051  JBoss Enterprise Application Platform 6     Major   \n",
       "1052  JBoss Enterprise Application Platform 6     Major   \n",
       "1053  JBoss Enterprise Application Platform 6  Critical   \n",
       "1054  JBoss Enterprise Application Platform 6  Critical   \n",
       "1055  JBoss Enterprise Application Platform 6     Major   \n",
       "1056  JBoss Enterprise Application Platform 6     Major   \n",
       "1057  JBoss Enterprise Application Platform 6  Critical   \n",
       "1058  JBoss Enterprise Application Platform 6     Major   \n",
       "1059  JBoss Enterprise Application Platform 6     Major   \n",
       "1060  JBoss Enterprise Application Platform 6     Major   \n",
       "1061  JBoss Enterprise Application Platform 6     Major   \n",
       "1062  JBoss Enterprise Application Platform 6     Minor   \n",
       "1063  JBoss Enterprise Application Platform 6     Major   \n",
       "1064  JBoss Enterprise Application Platform 6     Major   \n",
       "1065  JBoss Enterprise Application Platform 6     Major   \n",
       "\n",
       "                 Components                            Labels  \\\n",
       "0                Clustering                               NaN   \n",
       "1      Scripts and Commands                               NaN   \n",
       "2             Documentation                               NaN   \n",
       "3                Clustering                               NaN   \n",
       "4            Clustering EJB                               NaN   \n",
       "5                         ?                   eap601candidate   \n",
       "6                         ?                               NaN   \n",
       "7                   HornetQ                               NaN   \n",
       "8                PicketLink                               NaN   \n",
       "9                   HornetQ                               NaN   \n",
       "10                  HornetQ                               NaN   \n",
       "11               Clustering                               NaN   \n",
       "12                  HornetQ                               NaN   \n",
       "13                Hibernate                   eap601candidate   \n",
       "14                  HornetQ                               NaN   \n",
       "15             Security Web       authentication jaspi jaspic   \n",
       "16         Remoting RHQ+EMS                               rhq   \n",
       "17               Clustering  eap6_clustering eap6_need_triage   \n",
       "18                  HornetQ                               NaN   \n",
       "19     Scripts and Commands                   eap601candidate   \n",
       "20                 Consoles                               NaN   \n",
       "21                 Security                               NaN   \n",
       "22         Consoles HornetQ                               NaN   \n",
       "23                  HornetQ                               NaN   \n",
       "24                  HornetQ                      gss_required   \n",
       "25                Testsuite                               NaN   \n",
       "26                        ?                               NaN   \n",
       "27             Web Services                               NaN   \n",
       "28                    Other                               NaN   \n",
       "29                 Security                   eap601candidate   \n",
       "...                     ...                               ...   \n",
       "1036   Scripts and Commands                               NaN   \n",
       "1037                      ?                               NaN   \n",
       "1038              Hibernate                               NaN   \n",
       "1039       Maven Repository                               NaN   \n",
       "1040              Installer                               NaN   \n",
       "1041             Clustering                               NaN   \n",
       "1042                    EJB                  eap6_need_triage   \n",
       "1043               Security                  eap6_need_triage   \n",
       "1044           Web Services                               NaN   \n",
       "1045                  Build                               NaN   \n",
       "1046       Maven Repository                               NaN   \n",
       "1047       Maven Repository                               NaN   \n",
       "1048           Web Services                               NaN   \n",
       "1049       Maven Repository                               NaN   \n",
       "1050                    Web                               NaN   \n",
       "1051               Consoles                  eap6_need_triage   \n",
       "1052                  Other                  eap6_need_triage   \n",
       "1053    Transaction Manager                               NaN   \n",
       "1054           Web Services                               NaN   \n",
       "1055               Security                  eap6_need_triage   \n",
       "1056                    EJB                       interceptor   \n",
       "1057  EJB Remoting Security      as7-ignored eap6_need_triage   \n",
       "1058            Quickstarts                               NaN   \n",
       "1059                  Build                               NaN   \n",
       "1060                      ?                   eap601candidate   \n",
       "1061                  Build                  eap6_need_triage   \n",
       "1062       Maven Repository                             maven   \n",
       "1063            Quickstarts                               NaN   \n",
       "1064       Maven Repository                               NaN   \n",
       "1065              Testsuite                               NaN   \n",
       "\n",
       "                                            Description  \\\n",
       "0      A clustered SFSB with a Datasource @Resource ...   \n",
       "1      If trying to connect to a standalone EAP 6.0....   \n",
       "2      The deployment documentation <span class=\"err...   \n",
       "3     <p/>\\n<div id=\"syntaxplugin\" class=\"syntaxplug...   \n",
       "4      after network restoration, we saw client gett...   \n",
       "5      Subsystems use various ways of logging messag...   \n",
       "6      This is a regression introduced by <a href=\"h...   \n",
       "7      There is npe in NettySymmetricClusterWithDisc...   \n",
       "8      ServerDetector#isJboss() always returns false...   \n",
       "9      These tests fail in hudson job<span class=\"er...   \n",
       "10     There is npe thrown during shutdown of server...   \n",
       "11     During the app undeploy we are getting: \\n<p/...   \n",
       "12     There is NPE during start of backup server: \\...   \n",
       "13     This could be a valid bug and should be fixed...   \n",
       "14     There is npe in log of NettySymmetricClusterW...   \n",
       "15     In JBoss AS 7.1.1, if a user provided <tt>Ser...   \n",
       "16     Cloned from <a href=\"https://issues.jboss.org...   \n",
       "17     Just undeploying application from one node in...   \n",
       "18     Test org.hornetq.tests.timing.jms.bridge.impl...   \n",
       "19     Starting $EAP_HOME/bin/jdr.sh script on runni...   \n",
       "20     Running a command from the CLI that generates...   \n",
       "21     When I use a long alias name in password vaul...   \n",
       "22     Looking at deployed queues in  in Runtime -  ...   \n",
       "23     There is npe in NettySymmetricClusterTest - \\...   \n",
       "24     Hi Clebert,<br/>\\nfollowing exception occurs ...   \n",
       "25     CLITestSuite and DomainTestsuite fail consist...   \n",
       "26     <a href=\"https://issues.jboss.org/browse/AS7-...   \n",
       "27     Testing on AS711 against JBossWS CXF 4.0.2. I...   \n",
       "28     It tries to create this class if CXF is packa...   \n",
       "29     I tried to set up vault on Windows, following...   \n",
       "...                                                 ...   \n",
       "1036   Parameter -Djava.net.preferIPv4Stack=true is ...   \n",
       "1037   log4j-jboss-logmanager does not always check ...   \n",
       "1038   @AuditJoinTable used with unidirectional One-...   \n",
       "1039   Plugins aggregated in following repository: \\...   \n",
       "1040   Please see the attached screenshot, it's self...   \n",
       "1041   Just randomly thrown out when creating about ...   \n",
       "1042   This bug is probably related to <a href=\"http...   \n",
       "1043   The upstream decision was to have silent auth...   \n",
       "1044   When running a standalone client via JBoss mo...   \n",
       "1045   EAP6 is missing the following server profiles...   \n",
       "1046   Following dependency is not completely presen...   \n",
       "1047   Here's the command I used to check: \\n\\n grep...   \n",
       "1048   I have failures of org.jboss.test.ws.jaxws.en...   \n",
       "1049   com.h2database.h2 is listed in the boms as be...   \n",
       "1050   Deployment of a WAR archive with malformed we...   \n",
       "1051   For a security domain, create a <span class=\"...   \n",
       "1052   On IBM JDKs, the Weld 1.1 testsuite has many ...   \n",
       "1053   This is a regression from 6.0.0.Final to 6.0....   \n",
       "1054   Four WS tests are failing on EAP6 DR10 build ...   \n",
       "1055   Standalone Web (war) and EJB3 (jar) applicati...   \n",
       "1056   When defined interceptor in ejb-jar.xml and i...   \n",
       "1057   Support for the PLAIN SASL mechanism to pass ...   \n",
       "1058   Executing mvn clean package jboss-as:deploy -...   \n",
       "1059   There appear to be differences between the up...   \n",
       "1060   The following beans will cause a deadlock bet...   \n",
       "1061   Missing sources and javadoc for almost half o...   \n",
       "1062   The artifact \"hibernate-core\" \\n\\n<p/>\\n<div ...   \n",
       "1063   Execution of command:<br/>\\nmvn clean test -P...   \n",
       "1064   The Maven repository for EAP 6.0.1 contains i...   \n",
       "1065   JdrReportManagmentTestCase fails on Windows w...   \n",
       "\n",
       "               ...            Resolution_Out of Date  \\\n",
       "0              ...                                 0   \n",
       "1              ...                                 0   \n",
       "2              ...                                 0   \n",
       "3              ...                                 0   \n",
       "4              ...                                 0   \n",
       "5              ...                                 0   \n",
       "6              ...                                 0   \n",
       "7              ...                                 0   \n",
       "8              ...                                 0   \n",
       "9              ...                                 0   \n",
       "10             ...                                 0   \n",
       "11             ...                                 0   \n",
       "12             ...                                 0   \n",
       "13             ...                                 0   \n",
       "14             ...                                 0   \n",
       "15             ...                                 0   \n",
       "16             ...                                 0   \n",
       "17             ...                                 0   \n",
       "18             ...                                 0   \n",
       "19             ...                                 0   \n",
       "20             ...                                 0   \n",
       "21             ...                                 0   \n",
       "22             ...                                 0   \n",
       "23             ...                                 0   \n",
       "24             ...                                 0   \n",
       "25             ...                                 0   \n",
       "26             ...                                 0   \n",
       "27             ...                                 0   \n",
       "28             ...                                 0   \n",
       "29             ...                                 0   \n",
       "...            ...                               ...   \n",
       "1036           ...                                 0   \n",
       "1037           ...                                 0   \n",
       "1038           ...                                 0   \n",
       "1039           ...                                 0   \n",
       "1040           ...                                 0   \n",
       "1041           ...                                 0   \n",
       "1042           ...                                 0   \n",
       "1043           ...                                 0   \n",
       "1044           ...                                 0   \n",
       "1045           ...                                 0   \n",
       "1046           ...                                 0   \n",
       "1047           ...                                 0   \n",
       "1048           ...                                 0   \n",
       "1049           ...                                 0   \n",
       "1050           ...                                 0   \n",
       "1051           ...                                 0   \n",
       "1052           ...                                 0   \n",
       "1053           ...                                 0   \n",
       "1054           ...                                 0   \n",
       "1055           ...                                 0   \n",
       "1056           ...                                 0   \n",
       "1057           ...                                 0   \n",
       "1058           ...                                 0   \n",
       "1059           ...                                 0   \n",
       "1060           ...                                 0   \n",
       "1061           ...                                 0   \n",
       "1062           ...                                 0   \n",
       "1063           ...                                 0   \n",
       "1064           ...                                 0   \n",
       "1065           ...                                 0   \n",
       "\n",
       "      Resolution_Partially Completed  Resolution_Rejected  \\\n",
       "0                                  0                    0   \n",
       "1                                  0                    0   \n",
       "2                                  0                    0   \n",
       "3                                  0                    0   \n",
       "4                                  0                    0   \n",
       "5                                  0                    0   \n",
       "6                                  0                    0   \n",
       "7                                  0                    0   \n",
       "8                                  0                    0   \n",
       "9                                  0                    0   \n",
       "10                                 0                    0   \n",
       "11                                 0                    0   \n",
       "12                                 0                    0   \n",
       "13                                 0                    0   \n",
       "14                                 0                    0   \n",
       "15                                 0                    0   \n",
       "16                                 0                    0   \n",
       "17                                 0                    0   \n",
       "18                                 0                    0   \n",
       "19                                 0                    0   \n",
       "20                                 0                    0   \n",
       "21                                 0                    0   \n",
       "22                                 0                    0   \n",
       "23                                 0                    0   \n",
       "24                                 0                    0   \n",
       "25                                 0                    0   \n",
       "26                                 0                    0   \n",
       "27                                 0                    0   \n",
       "28                                 0                    0   \n",
       "29                                 0                    0   \n",
       "...                              ...                  ...   \n",
       "1036                               0                    0   \n",
       "1037                               0                    0   \n",
       "1038                               0                    0   \n",
       "1039                               0                    0   \n",
       "1040                               0                    0   \n",
       "1041                               0                    0   \n",
       "1042                               0                    0   \n",
       "1043                               0                    1   \n",
       "1044                               0                    0   \n",
       "1045                               0                    0   \n",
       "1046                               0                    0   \n",
       "1047                               0                    0   \n",
       "1048                               0                    0   \n",
       "1049                               0                    0   \n",
       "1050                               0                    0   \n",
       "1051                               0                    0   \n",
       "1052                               0                    0   \n",
       "1053                               0                    0   \n",
       "1054                               0                    0   \n",
       "1055                               0                    0   \n",
       "1056                               0                    0   \n",
       "1057                               0                    1   \n",
       "1058                               0                    0   \n",
       "1059                               0                    0   \n",
       "1060                               0                    0   \n",
       "1061                               1                    0   \n",
       "1062                               0                    0   \n",
       "1063                               0                    0   \n",
       "1064                               0                    0   \n",
       "1065                               0                    0   \n",
       "\n",
       "     Resolution_Won't Fix Priority_ord  norm_ttr  norm_att norm_comm  \\\n",
       "0                       0            3 -0.763428 -0.303058  0.874118   \n",
       "1                       0            3 -0.779622 -0.303058  2.044732   \n",
       "2                       0            3  1.609066 -0.303058 -0.816770   \n",
       "3                       0            3 -0.253301 -0.303058 -0.166429   \n",
       "4                       0            3 -0.010384 -0.303058 -0.296497   \n",
       "5                       0            3  1.196107 -0.303058 -0.166429   \n",
       "6                       0            3  0.353993 -0.303058 -0.816770   \n",
       "7                       0            3  1.787206 -0.303058 -0.296497   \n",
       "8                       0            3  1.026064 -0.303058  0.093708   \n",
       "9                       0            2  1.762914 -0.303058  0.223776   \n",
       "10                      0            3  1.787206 -0.303058  0.353844   \n",
       "11                      0            3  0.005811 -0.303058 -0.036361   \n",
       "12                      0            3 -0.156134  1.857875 -0.296497   \n",
       "13                      0            3  1.277079 -0.303058 -0.426565   \n",
       "14                      0            3  1.787206 -0.303058 -0.036361   \n",
       "15                      0            3 -0.107551  0.777409  0.874118   \n",
       "16                      0            2  1.042259 -0.303058  0.093708   \n",
       "17                      0            3  1.422830 -0.303058  1.264322   \n",
       "18                      0            3  0.005811 -0.303058  0.093708   \n",
       "19                      0            3  1.082745 -0.303058  1.004186   \n",
       "20                      0            3  0.248728 -0.303058  1.134254   \n",
       "21                      0            3 -0.536705 -0.303058  0.613981   \n",
       "22                      0            3 -0.164231  1.857875  0.483913   \n",
       "23                      0            3  1.787206 -0.303058 -0.296497   \n",
       "24                      0            2  3.997755 -0.303058 -0.166429   \n",
       "25                      0            3  1.754817  1.857875  1.004186   \n",
       "26                      0            3  0.928897 -0.303058 -0.816770   \n",
       "27                      0            3 -0.747233  1.857875  2.434937   \n",
       "28                      0            3  0.653591 -0.303058  0.874118   \n",
       "29                      0            3  1.762914 -0.303058  0.744049   \n",
       "...                   ...          ...       ...       ...       ...   \n",
       "1036                    0            3  2.183971 -0.303058 -0.556634   \n",
       "1037                    0            3 -0.820109 -0.303058 -0.426565   \n",
       "1038                    0            3  2.418791 -0.303058 -0.036361   \n",
       "1039                    0            3 -0.812011 -0.303058 -0.556634   \n",
       "1040                    0            4 -0.909178  0.777409 -0.036361   \n",
       "1041                    0            4  2.467375 -0.303058 -0.426565   \n",
       "1042                    0            5 -0.812011 -0.303058 -0.296497   \n",
       "1043                    0            4 -0.787720 -0.303058 -0.686702   \n",
       "1044                    0            3 -0.350468 -0.303058  0.744049   \n",
       "1045                    0            4 -0.382857 -0.303058 -0.036361   \n",
       "1046                    0            3  1.568580 -0.303058  0.353844   \n",
       "1047                    0            5 -0.488121 -0.303058 -0.426565   \n",
       "1048                    0            2 -0.901081 -0.303058 -0.556634   \n",
       "1049                    0            3 -0.868692 -0.303058 -0.556634   \n",
       "1050                    0            3  1.455219 -0.303058 -0.556634   \n",
       "1051                    0            3 -0.787720 -0.303058 -0.426565   \n",
       "1052                    0            3 -0.763428 -0.303058  0.874118   \n",
       "1053                    0            4 -0.876789 -0.303058 -0.556634   \n",
       "1054                    0            4  1.455219 -0.303058  1.004186   \n",
       "1055                    0            3  0.337798 -0.303058 -0.556634   \n",
       "1056                    0            3 -0.536705 -0.303058  0.223776   \n",
       "1057                    0            4 -0.722942 -0.303058  1.394391   \n",
       "1058                    0            3 -0.641969  2.938342  0.223776   \n",
       "1059                    0            3 -0.876789 -0.303058  0.483913   \n",
       "1060                    0            3 -0.099453  2.938342  0.093708   \n",
       "1061                    0            3  0.070589 -0.303058  0.353844   \n",
       "1062                    0            2 -0.536705 -0.303058 -0.166429   \n",
       "1063                    0            3 -0.617677 -0.303058  1.004186   \n",
       "1064                    0            3 -0.763428 -0.303058  0.223776   \n",
       "1065                    0            3 -0.083259  4.018808  2.434937   \n",
       "\n",
       "     Resolution_Wont Fix_new Resolution_Migrated_new  \n",
       "0                          0                       1  \n",
       "1                          0                       1  \n",
       "2                          0                       1  \n",
       "3                          0                       1  \n",
       "4                          0                       1  \n",
       "5                          0                       1  \n",
       "6                          0                       1  \n",
       "7                          0                       1  \n",
       "8                          0                       1  \n",
       "9                          0                       1  \n",
       "10                         0                       1  \n",
       "11                         0                       1  \n",
       "12                         0                       1  \n",
       "13                         0                       1  \n",
       "14                         0                       1  \n",
       "15                         0                       1  \n",
       "16                         0                       1  \n",
       "17                         0                       1  \n",
       "18                         0                       1  \n",
       "19                         0                       1  \n",
       "20                         0                       1  \n",
       "21                         0                       1  \n",
       "22                         0                       1  \n",
       "23                         0                       1  \n",
       "24                         0                       1  \n",
       "25                         0                       1  \n",
       "26                         0                       1  \n",
       "27                         0                       0  \n",
       "28                         0                       1  \n",
       "29                         0                       1  \n",
       "...                      ...                     ...  \n",
       "1036                       0                       0  \n",
       "1037                       0                       0  \n",
       "1038                       0                       0  \n",
       "1039                       0                       0  \n",
       "1040                       0                       0  \n",
       "1041                       0                       0  \n",
       "1042                       0                       0  \n",
       "1043                       0                       0  \n",
       "1044                       0                       0  \n",
       "1045                       0                       0  \n",
       "1046                       0                       0  \n",
       "1047                       0                       0  \n",
       "1048                       0                       1  \n",
       "1049                       0                       0  \n",
       "1050                       0                       0  \n",
       "1051                       0                       0  \n",
       "1052                       0                       0  \n",
       "1053                       0                       0  \n",
       "1054                       0                       0  \n",
       "1055                       0                       0  \n",
       "1056                       0                       0  \n",
       "1057                       0                       0  \n",
       "1058                       0                       0  \n",
       "1059                       0                       0  \n",
       "1060                       0                       0  \n",
       "1061                       0                       1  \n",
       "1062                       0                       0  \n",
       "1063                       0                       0  \n",
       "1064                       0                       0  \n",
       "1065                       0                       0  \n",
       "\n",
       "[1066 rows x 54 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bin_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "clust_data=bin_data[['Builds_lab',\n",
    " 'Docs_lab',\n",
    " 'Clustering_lab',\n",
    " 'Config_lab',\n",
    " 'EJB_lab',\n",
    " 'Hibernate_lab',\n",
    " 'IntegrMess_lab',\n",
    " 'Web_lab',\n",
    " 'Server_lab',\n",
    " 'Security_lab',\n",
    " 'Testsuite_lab',\n",
    " 'Hornet_lab',\n",
    " 'Maven_lab',\n",
    " 'Servnet_lab',\n",
    " 'Other_lab','was_reopened','Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Migrated_new', 'Resolution_Rejected', 'Resolution_Wont Fix_new', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>-0.303058</td>\n",
       "      <td>2.044732</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.609066</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.816770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.253301</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.166429</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.010384</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.296497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.196107</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.166429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.353993</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.816770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.787206</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.296497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.026064</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.093708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.762914</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.223776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.787206</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.353844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.005811</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.036361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.156134</td>\n",
       "      <td>1.857875</td>\n",
       "      <td>-0.296497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.277079</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.426565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.787206</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.036361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.107551</td>\n",
       "      <td>0.777409</td>\n",
       "      <td>0.874118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.042259</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.093708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.422830</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.264322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.005811</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.093708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.082745</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.004186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.248728</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.134254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.536705</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.613981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.164231</td>\n",
       "      <td>1.857875</td>\n",
       "      <td>0.483913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.787206</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.296497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.997755</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.166429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.754817</td>\n",
       "      <td>1.857875</td>\n",
       "      <td>1.004186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.928897</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.816770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.747233</td>\n",
       "      <td>1.857875</td>\n",
       "      <td>2.434937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.653591</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.874118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.762914</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.744049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.183971</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.820109</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.426565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.418791</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.036361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.812011</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.909178</td>\n",
       "      <td>0.777409</td>\n",
       "      <td>-0.036361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.467375</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.426565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.812011</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.296497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.787720</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.686702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.350468</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.744049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.382857</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.036361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.568580</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.353844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>-0.488121</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.426565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.901081</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.868692</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.455219</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.787720</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.426565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.763428</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.874118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.876789</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1.455219</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.004186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.337798</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.556634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.536705</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.223776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.722942</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.394391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.641969</td>\n",
       "      <td>2.938342</td>\n",
       "      <td>0.223776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.876789</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.483913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.099453</td>\n",
       "      <td>2.938342</td>\n",
       "      <td>0.093708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.070589</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.353844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.536705</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>-0.166429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.617677</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>1.004186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.763428</td>\n",
       "      <td>-0.303058</td>\n",
       "      <td>0.223776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.083259</td>\n",
       "      <td>4.018808</td>\n",
       "      <td>2.434937</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1066 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Builds_lab  Docs_lab  Clustering_lab  Config_lab  EJB_lab  \\\n",
       "0              0         0               1           0        0   \n",
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       "...          ...       ...             ...         ...      ...   \n",
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       "1065           0         0               0           0        0   \n",
       "\n",
       "      Hibernate_lab  IntegrMess_lab  Web_lab  Server_lab  Security_lab  \\\n",
       "0                 0               0        0           0             0   \n",
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       "...             ...             ...      ...         ...           ...   \n",
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       "\n",
       "        ...      was_reopened  Resolution_Done  Resolution_Duplicate Issue  \\\n",
       "0       ...               0.0                0                           0   \n",
       "1       ...               0.0                0                           0   \n",
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       "14      ...               0.0                0                           0   \n",
       "15      ...               0.0                0                           0   \n",
       "16      ...               0.0                0                           0   \n",
       "17      ...               1.0                0                           0   \n",
       "18      ...               0.0                0                           0   \n",
       "19      ...               0.0                0                           0   \n",
       "20      ...               0.0                0                           0   \n",
       "21      ...               0.0                0                           0   \n",
       "22      ...               1.0                0                           0   \n",
       "23      ...               0.0                0                           0   \n",
       "24      ...               0.0                0                           0   \n",
       "25      ...               1.0                0                           0   \n",
       "26      ...               0.0                0                           0   \n",
       "27      ...               1.0                1                           0   \n",
       "28      ...               0.0                0                           0   \n",
       "29      ...               1.0                0                           0   \n",
       "...     ...               ...              ...                         ...   \n",
       "1036    ...               1.0                1                           0   \n",
       "1037    ...               0.0                1                           0   \n",
       "1038    ...               1.0                1                           0   \n",
       "1039    ...               1.0                1                           0   \n",
       "1040    ...               0.0                1                           0   \n",
       "1041    ...               1.0                1                           0   \n",
       "1042    ...               0.0                1                           0   \n",
       "1043    ...               0.0                0                           0   \n",
       "1044    ...               1.0                1                           0   \n",
       "1045    ...               0.0                1                           0   \n",
       "1046    ...               1.0                1                           0   \n",
       "1047    ...               0.0                1                           0   \n",
       "1048    ...               0.0                0                           0   \n",
       "1049    ...               0.0                1                           0   \n",
       "1050    ...               1.0                1                           0   \n",
       "1051    ...               0.0                1                           0   \n",
       "1052    ...               1.0                1                           0   \n",
       "1053    ...               0.0                1                           0   \n",
       "1054    ...               1.0                1                           0   \n",
       "1055    ...               1.0                1                           0   \n",
       "1056    ...               0.0                1                           0   \n",
       "1057    ...               0.0                0                           0   \n",
       "1058    ...               1.0                1                           0   \n",
       "1059    ...               0.0                1                           0   \n",
       "1060    ...               1.0                1                           0   \n",
       "1061    ...               0.0                0                           0   \n",
       "1062    ...               0.0                1                           0   \n",
       "1063    ...               1.0                1                           0   \n",
       "1064    ...               0.0                1                           0   \n",
       "1065    ...               1.0                1                           0   \n",
       "\n",
       "      Resolution_Migrated_new  Resolution_Rejected  Resolution_Wont Fix_new  \\\n",
       "0                           1                    0                        0   \n",
       "1                           1                    0                        0   \n",
       "2                           1                    0                        0   \n",
       "3                           1                    0                        0   \n",
       "4                           1                    0                        0   \n",
       "5                           1                    0                        0   \n",
       "6                           1                    0                        0   \n",
       "7                           1                    0                        0   \n",
       "8                           1                    0                        0   \n",
       "9                           1                    0                        0   \n",
       "10                          1                    0                        0   \n",
       "11                          1                    0                        0   \n",
       "12                          1                    0                        0   \n",
       "13                          1                    0                        0   \n",
       "14                          1                    0                        0   \n",
       "15                          1                    0                        0   \n",
       "16                          1                    0                        0   \n",
       "17                          1                    0                        0   \n",
       "18                          1                    0                        0   \n",
       "19                          1                    0                        0   \n",
       "20                          1                    0                        0   \n",
       "21                          1                    0                        0   \n",
       "22                          1                    0                        0   \n",
       "23                          1                    0                        0   \n",
       "24                          1                    0                        0   \n",
       "25                          1                    0                        0   \n",
       "26                          1                    0                        0   \n",
       "27                          0                    0                        0   \n",
       "28                          1                    0                        0   \n",
       "29                          1                    0                        0   \n",
       "...                       ...                  ...                      ...   \n",
       "1036                        0                    0                        0   \n",
       "1037                        0                    0                        0   \n",
       "1038                        0                    0                        0   \n",
       "1039                        0                    0                        0   \n",
       "1040                        0                    0                        0   \n",
       "1041                        0                    0                        0   \n",
       "1042                        0                    0                        0   \n",
       "1043                        0                    1                        0   \n",
       "1044                        0                    0                        0   \n",
       "1045                        0                    0                        0   \n",
       "1046                        0                    0                        0   \n",
       "1047                        0                    0                        0   \n",
       "1048                        1                    0                        0   \n",
       "1049                        0                    0                        0   \n",
       "1050                        0                    0                        0   \n",
       "1051                        0                    0                        0   \n",
       "1052                        0                    0                        0   \n",
       "1053                        0                    0                        0   \n",
       "1054                        0                    0                        0   \n",
       "1055                        0                    0                        0   \n",
       "1056                        0                    0                        0   \n",
       "1057                        0                    1                        0   \n",
       "1058                        0                    0                        0   \n",
       "1059                        0                    0                        0   \n",
       "1060                        0                    0                        0   \n",
       "1061                        1                    0                        0   \n",
       "1062                        0                    0                        0   \n",
       "1063                        0                    0                        0   \n",
       "1064                        0                    0                        0   \n",
       "1065                        0                    0                        0   \n",
       "\n",
       "      Priority_ord  norm_ttr  norm_att  norm_comm  \n",
       "0                3 -0.763428 -0.303058   0.874118  \n",
       "1                3 -0.779622 -0.303058   2.044732  \n",
       "2                3  1.609066 -0.303058  -0.816770  \n",
       "3                3 -0.253301 -0.303058  -0.166429  \n",
       "4                3 -0.010384 -0.303058  -0.296497  \n",
       "5                3  1.196107 -0.303058  -0.166429  \n",
       "6                3  0.353993 -0.303058  -0.816770  \n",
       "7                3  1.787206 -0.303058  -0.296497  \n",
       "8                3  1.026064 -0.303058   0.093708  \n",
       "9                2  1.762914 -0.303058   0.223776  \n",
       "10               3  1.787206 -0.303058   0.353844  \n",
       "11               3  0.005811 -0.303058  -0.036361  \n",
       "12               3 -0.156134  1.857875  -0.296497  \n",
       "13               3  1.277079 -0.303058  -0.426565  \n",
       "14               3  1.787206 -0.303058  -0.036361  \n",
       "15               3 -0.107551  0.777409   0.874118  \n",
       "16               2  1.042259 -0.303058   0.093708  \n",
       "17               3  1.422830 -0.303058   1.264322  \n",
       "18               3  0.005811 -0.303058   0.093708  \n",
       "19               3  1.082745 -0.303058   1.004186  \n",
       "20               3  0.248728 -0.303058   1.134254  \n",
       "21               3 -0.536705 -0.303058   0.613981  \n",
       "22               3 -0.164231  1.857875   0.483913  \n",
       "23               3  1.787206 -0.303058  -0.296497  \n",
       "24               2  3.997755 -0.303058  -0.166429  \n",
       "25               3  1.754817  1.857875   1.004186  \n",
       "26               3  0.928897 -0.303058  -0.816770  \n",
       "27               3 -0.747233  1.857875   2.434937  \n",
       "28               3  0.653591 -0.303058   0.874118  \n",
       "29               3  1.762914 -0.303058   0.744049  \n",
       "...            ...       ...       ...        ...  \n",
       "1036             3  2.183971 -0.303058  -0.556634  \n",
       "1037             3 -0.820109 -0.303058  -0.426565  \n",
       "1038             3  2.418791 -0.303058  -0.036361  \n",
       "1039             3 -0.812011 -0.303058  -0.556634  \n",
       "1040             4 -0.909178  0.777409  -0.036361  \n",
       "1041             4  2.467375 -0.303058  -0.426565  \n",
       "1042             5 -0.812011 -0.303058  -0.296497  \n",
       "1043             4 -0.787720 -0.303058  -0.686702  \n",
       "1044             3 -0.350468 -0.303058   0.744049  \n",
       "1045             4 -0.382857 -0.303058  -0.036361  \n",
       "1046             3  1.568580 -0.303058   0.353844  \n",
       "1047             5 -0.488121 -0.303058  -0.426565  \n",
       "1048             2 -0.901081 -0.303058  -0.556634  \n",
       "1049             3 -0.868692 -0.303058  -0.556634  \n",
       "1050             3  1.455219 -0.303058  -0.556634  \n",
       "1051             3 -0.787720 -0.303058  -0.426565  \n",
       "1052             3 -0.763428 -0.303058   0.874118  \n",
       "1053             4 -0.876789 -0.303058  -0.556634  \n",
       "1054             4  1.455219 -0.303058   1.004186  \n",
       "1055             3  0.337798 -0.303058  -0.556634  \n",
       "1056             3 -0.536705 -0.303058   0.223776  \n",
       "1057             4 -0.722942 -0.303058   1.394391  \n",
       "1058             3 -0.641969  2.938342   0.223776  \n",
       "1059             3 -0.876789 -0.303058   0.483913  \n",
       "1060             3 -0.099453  2.938342   0.093708  \n",
       "1061             3  0.070589 -0.303058   0.353844  \n",
       "1062             2 -0.536705 -0.303058  -0.166429  \n",
       "1063             3 -0.617677 -0.303058   1.004186  \n",
       "1064             3 -0.763428 -0.303058   0.223776  \n",
       "1065             3 -0.083259  4.018808   2.434937  \n",
       "\n",
       "[1066 rows x 25 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clust_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "def corr_heatmap(data):\n",
    "    fig, ax = plt.subplots()\n",
    "    fig.set_size_inches(8,8)\n",
    "    corr_ = data.corr(method='pearson')\n",
    "    ax.set_xticks(numpy.arange(len(list(data))))\n",
    "    ax.set_yticks(numpy.arange(len(list(data))))\n",
    "    ax.set_xticklabels(list(data),rotation=90)\n",
    "    ax.set_yticklabels(list(data))\n",
    "    im = ax.imshow(corr_)\n",
    "    plt.colorbar(im)\n",
    "    return plt.show()\n",
    "\n",
    "\n",
    "corr_heatmap(clust_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.bar(*args, **kwargs)>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_samples, silhouette_score\n",
    "from scipy.spatial.distance import cdist\n",
    "\n",
    "def silh_index(data, title):\n",
    "    silh_ind={}\n",
    "    for i in range(3,20):\n",
    "        kmeans=KMeans(n_clusters=i, random_state=42)\n",
    "        labi=kmeans.fit_predict(data)\n",
    "        silhouette_avg = silhouette_score(data,labi)\n",
    "        silh_ind.update({i:silhouette_avg})\n",
    "    plt.figure()\n",
    "    plt.xticks(range(len(silh_ind)), silh_ind.keys(),rotation=90, rotation_mode='anchor')    \n",
    "    plt.bar(range(len(silh_ind)), silh_ind.values(), align='center')\n",
    "    plt.title(title)\n",
    "    return plt.bar\n",
    "\n",
    "silh_index(clust_data, 'The Silhouette Method showing the optimal clusters for AP6')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0: {'IntegrMess_lab': 0.024, 'EJB_lab': 0.075, 'Clustering_lab': 0.079, 'Web_lab': 0.055, 'norm_ttr': -0.572, 'Security_lab': 0.049, 'Servnet_lab': 0.016, 'Maven_lab': 0.133, 'Docs_lab': 0.014, 'Resolution_Migrated_new': 0.213, 'Hornet_lab': 0.044, 'Builds_lab': 0.205, 'was_reopened': 0.261, 'Other_lab': 0.155, 'Hibernate_lab': 0.081, 'Resolution_Done': 0.692, 'Resolution_Duplicate Issue': 0.014, 'norm_comm': -0.173, 'Server_lab': 0.048, 'Resolution_Rejected': 0.035, 'Priority_ord': 3.13, 'norm_att': -0.222, 'Testsuite_lab': 0.03, 'Config_lab': 0.061, 'Resolution_Wont Fix_new': 0.045}, 1: {'IntegrMess_lab': 0.026, 'EJB_lab': 0.071, 'Clustering_lab': 0.102, 'Web_lab': 0.041, 'norm_ttr': 1.428, 'Security_lab': 0.034, 'Servnet_lab': 0.026, 'Maven_lab': 0.09, 'Docs_lab': 0.053, 'Resolution_Migrated_new': 0.44, 'Hornet_lab': 0.083, 'Builds_lab': 0.154, 'was_reopened': 0.658, 'Other_lab': 0.177, 'Hibernate_lab': 0.045, 'Resolution_Done': 0.553, 'Resolution_Duplicate Issue': -0.0, 'norm_comm': -0.029, 'Server_lab': 0.038, 'Resolution_Rejected': 0.004, 'Priority_ord': 2.996, 'norm_att': -0.222, 'Testsuite_lab': 0.023, 'Config_lab': 0.09, 'Resolution_Wont Fix_new': 0.004}, 2: {'IntegrMess_lab': 0.022, 'EJB_lab': 0.022, 'Clustering_lab': 0.135, 'Web_lab': 0.09, 'norm_ttr': 0.263, 'Security_lab': 0.045, 'Servnet_lab': 0.045, 'Maven_lab': 0.034, 'Docs_lab': 0.056, 'Resolution_Migrated_new': 0.371, 'Hornet_lab': 0.101, 'Builds_lab': 0.157, 'was_reopened': 0.517, 'Other_lab': 0.112, 'Hibernate_lab': 0.034, 'Resolution_Done': 0.551, 'Resolution_Duplicate Issue': 0.034, 'norm_comm': 1.067, 'Server_lab': 0.045, 'Resolution_Rejected': 0.022, 'Priority_ord': 3.27, 'norm_att': 2.125, 'Testsuite_lab': 0.079, 'Config_lab': 0.112, 'Resolution_Wont Fix_new': 0.022}, 3: {'IntegrMess_lab': -0.0, 'EJB_lab': 0.0, 'Clustering_lab': 0.333, 'Web_lab': 0.0, 'norm_ttr': 0.654, 'Security_lab': 0.0, 'Servnet_lab': 0.0, 'Maven_lab': 0.0, 'Docs_lab': 0.0, 'Resolution_Migrated_new': 0.667, 'Hornet_lab': 0.333, 'Builds_lab': 0.0, 'was_reopened': 0.667, 'Other_lab': 0.0, 'Hibernate_lab': 0.0, 'Resolution_Done': 0.0, 'Resolution_Duplicate Issue': -0.0, 'norm_comm': 11.8, 'Server_lab': 0.333, 'Resolution_Rejected': 0.333, 'Priority_ord': 3.333, 'norm_att': 9.061, 'Testsuite_lab': 0.0, 'Config_lab': 0.0, 'Resolution_Wont Fix_new': 0.0}}\n",
      "cluster_km\n",
      "0    708\n",
      "1    266\n",
      "2     89\n",
      "3      3\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "def km_clustering(n,data): \n",
    "    headers=list(data)\n",
    "    zz={}\n",
    "    km = KMeans(n_clusters=n, random_state=42).fit(data)\n",
    "    data['cluster_km'] = km.labels_\n",
    "    zentr=numpy.round(km.cluster_centers_, 3)    \n",
    "\n",
    "    for i in range(n):\n",
    "        zrow=zentr[i,:]\n",
    "        zi=dict(zip(headers, zrow))\n",
    "        zz.update({i:zi})             \n",
    "    print(zz) \n",
    "    return data\n",
    "\n",
    "data_km=clust_data[['Builds_lab', 'Docs_lab', 'Clustering_lab', 'Config_lab', 'EJB_lab', 'Hibernate_lab', 'IntegrMess_lab', 'Web_lab', 'Server_lab', 'Security_lab', 'Testsuite_lab', 'Hornet_lab', 'Maven_lab', 'Servnet_lab', 'Other_lab','was_reopened','Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Migrated_new','Resolution_Rejected', 'Resolution_Wont Fix_new', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n",
    "\n",
    "d_km=km_clustering(4,data_km)\n",
    "print (d_km.groupby(['cluster_km']).size())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/usr/local/lib/python3.5/dist-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.mixture import GaussianMixture\n",
    "\n",
    "\n",
    "def AIC_BIC(data,title):\n",
    "    plt.figure()\n",
    "    n_components = numpy.arange(3, 15)    \n",
    "    models = [GaussianMixture(n, covariance_type='tied', random_state=0).fit(data)\n",
    "              for n in n_components]\n",
    "    plt.plot(n_components, [m.bic(data) for m in models], label='BIC')\n",
    "    plt.plot(n_components, [m.aic(data) for m in models], label='AIC')\n",
    "    plt.legend() \n",
    "    plt.title(title)\n",
    "    plt.grid(True)\n",
    "    return plt\n",
    "\n",
    "AIC_BIC(clust_data,'BIC/AIC showing the optimal clusters for AP6')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster # 0, count: 350\n",
      "Builds_lab                    0.197143\n",
      "Docs_lab                      0.002857\n",
      "Clustering_lab                0.037143\n",
      "Config_lab                    0.068571\n",
      "EJB_lab                       0.077143\n",
      "Hibernate_lab                 0.108571\n",
      "IntegrMess_lab                0.028571\n",
      "Web_lab                       0.057143\n",
      "Server_lab                    0.025714\n",
      "Security_lab                  0.028571\n",
      "Testsuite_lab                 0.037143\n",
      "Hornet_lab                    0.048571\n",
      "Maven_lab                     0.171429\n",
      "Servnet_lab                   0.011429\n",
      "Other_lab                     0.142857\n",
      "was_reopened                  0.000000\n",
      "Resolution_Done               0.874286\n",
      "Resolution_Duplicate Issue    0.000000\n",
      "Resolution_Migrated_new       0.000000\n",
      "Resolution_Rejected           0.042857\n",
      "Resolution_Wont Fix_new       0.082857\n",
      "Priority_ord                  2.968571\n",
      "norm_ttr                     -0.693745\n",
      "norm_att                     -0.111661\n",
      "norm_comm                    -0.316565\n",
      "cluster_em                    0.000000\n",
      "dtype: float64\n",
      "Cluster # 1, count: 115\n",
      "Builds_lab                    0.191304\n",
      "Docs_lab                      0.043478\n",
      "Clustering_lab                0.017391\n",
      "Config_lab                    0.078261\n",
      "EJB_lab                       0.078261\n",
      "Hibernate_lab                 0.069565\n",
      "IntegrMess_lab                0.052174\n",
      "Web_lab                       0.052174\n",
      "Server_lab                    0.034783\n",
      "Security_lab                  0.000000\n",
      "Testsuite_lab                 0.017391\n",
      "Hornet_lab                    0.008696\n",
      "Maven_lab                     0.173913\n",
      "Servnet_lab                   0.008696\n",
      "Other_lab                     0.208696\n",
      "was_reopened                  1.000000\n",
      "Resolution_Done               0.982609\n",
      "Resolution_Duplicate Issue    0.000000\n",
      "Resolution_Migrated_new       0.000000\n",
      "Resolution_Rejected           0.008696\n",
      "Resolution_Wont Fix_new       0.008696\n",
      "Priority_ord                  3.304348\n",
      "norm_ttr                      1.826073\n",
      "norm_att                     -0.180918\n",
      "norm_comm                    -0.160774\n",
      "cluster_em                    1.000000\n",
      "dtype: float64\n",
      "Cluster # 2, count: 16\n",
      "Builds_lab                    0.062500\n",
      "Docs_lab                      0.062500\n",
      "Clustering_lab                0.125000\n",
      "Config_lab                    0.062500\n",
      "EJB_lab                       0.000000\n",
      "Hibernate_lab                 0.000000\n",
      "IntegrMess_lab                0.062500\n",
      "Web_lab                       0.062500\n",
      "Server_lab                    0.062500\n",
      "Security_lab                  0.062500\n",
      "Testsuite_lab                 0.000000\n",
      "Hornet_lab                    0.125000\n",
      "Maven_lab                     0.000000\n",
      "Servnet_lab                   0.125000\n",
      "Other_lab                     0.187500\n",
      "was_reopened                  0.000000\n",
      "Resolution_Done               0.000000\n",
      "Resolution_Duplicate Issue    0.000000\n",
      "Resolution_Migrated_new       1.000000\n",
      "Resolution_Rejected           0.000000\n",
      "Resolution_Wont Fix_new       0.000000\n",
      "Priority_ord                  2.937500\n",
      "norm_ttr                      0.517962\n",
      "norm_att                      2.600696\n",
      "norm_comm                     0.565205\n",
      "cluster_em                    2.000000\n",
      "dtype: float64\n",
      "Cluster # 3, count: 236\n",
      "Builds_lab                    0.118644\n",
      "Docs_lab                      0.050847\n",
      "Clustering_lab                0.169492\n",
      "Config_lab                    0.063559\n",
      "EJB_lab                       0.093220\n",
      "Hibernate_lab                 0.012712\n",
      "IntegrMess_lab                0.016949\n",
      "Web_lab                       0.050847\n",
      "Server_lab                    0.059322\n",
      "Security_lab                  0.088983\n",
      "Testsuite_lab                 0.016949\n",
      "Hornet_lab                    0.097458\n",
      "Maven_lab                     0.063559\n",
      "Servnet_lab                   0.025424\n",
      "Other_lab                     0.152542\n",
      "was_reopened                  0.000000\n",
      "Resolution_Done               0.000000\n",
      "Resolution_Duplicate Issue    0.000000\n",
      "Resolution_Migrated_new       1.000000\n",
      "Resolution_Rejected           0.000000\n",
      "Resolution_Wont Fix_new       0.000000\n",
      "Priority_ord                  2.838983\n",
      "norm_ttr                      0.297861\n",
      "norm_att                     -0.220649\n",
      "norm_comm                     0.014344\n",
      "cluster_em                    3.000000\n",
      "dtype: float64\n",
      "Cluster # 4, count: 47\n",
      "Builds_lab                    0.148936\n",
      "Docs_lab                      0.021277\n",
      "Clustering_lab                0.127660\n",
      "Config_lab                    0.021277\n",
      "EJB_lab                       0.106383\n",
      "Hibernate_lab                 0.042553\n",
      "IntegrMess_lab                0.021277\n",
      "Web_lab                       0.063830\n",
      "Server_lab                    0.191489\n",
      "Security_lab                  0.085106\n",
      "Testsuite_lab                 0.063830\n",
      "Hornet_lab                    0.021277\n",
      "Maven_lab                     0.085106\n",
      "Servnet_lab                   0.063830\n",
      "Other_lab                     0.085106\n",
      "was_reopened                  0.000000\n",
      "Resolution_Done               0.893617\n",
      "Resolution_Duplicate Issue    0.000000\n",
      "Resolution_Migrated_new       0.000000\n",
      "Resolution_Rejected           0.106383\n",
      "Resolution_Wont Fix_new       0.000000\n",
      "Priority_ord                  4.829787\n",
      "norm_ttr                     -0.751885\n",
      "norm_att                      0.041772\n",
      "norm_comm                     0.110312\n",
      "cluster_em                    4.000000\n",
      "dtype: float64\n",
      "Cluster # 5, count: 1\n",
      "Builds_lab                     0.000000\n",
      "Docs_lab                       0.000000\n",
      "Clustering_lab                 0.000000\n",
      "Config_lab                     0.000000\n",
      "EJB_lab                        0.000000\n",
      "Hibernate_lab                  0.000000\n",
      "IntegrMess_lab                 0.000000\n",
      "Web_lab                        0.000000\n",
      "Server_lab                     0.000000\n",
      "Security_lab                   0.000000\n",
      "Testsuite_lab                  0.000000\n",
      "Hornet_lab                     1.000000\n",
      "Maven_lab                      0.000000\n",
      "Servnet_lab                    0.000000\n",
      "Other_lab                      0.000000\n",
      "was_reopened                   0.000000\n",
      "Resolution_Done                0.000000\n",
      "Resolution_Duplicate Issue     0.000000\n",
      "Resolution_Migrated_new        1.000000\n",
      "Resolution_Rejected            0.000000\n",
      "Resolution_Wont Fix_new        0.000000\n",
      "Priority_ord                   3.000000\n",
      "norm_ttr                       1.754817\n",
      "norm_att                      18.064873\n",
      "norm_comm                     15.441767\n",
      "cluster_em                     5.000000\n",
      "dtype: float64\n",
      "Cluster # 6, count: 24\n",
      "Builds_lab                    0.166667\n",
      "Docs_lab                      0.041667\n",
      "Clustering_lab                0.041667\n",
      "Config_lab                    0.250000\n",
      "EJB_lab                       0.000000\n",
      "Hibernate_lab                 0.000000\n",
      "IntegrMess_lab                0.000000\n",
      "Web_lab                       0.041667\n",
      "Server_lab                    0.083333\n",
      "Security_lab                  0.000000\n",
      "Testsuite_lab                 0.083333\n",
      "Hornet_lab                    0.083333\n",
      "Maven_lab                     0.000000\n",
      "Servnet_lab                   0.000000\n",
      "Other_lab                     0.208333\n",
      "was_reopened                  1.000000\n",
      "Resolution_Done               1.000000\n",
      "Resolution_Duplicate Issue    0.000000\n",
      "Resolution_Migrated_new       0.000000\n",
      "Resolution_Rejected           0.000000\n",
      "Resolution_Wont Fix_new       0.000000\n",
      "Priority_ord                  3.333333\n",
      "norm_ttr                      0.478488\n",
      "norm_att                      2.533167\n",
      "norm_comm                     0.868698\n",
      "cluster_em                    6.000000\n",
      "dtype: float64\n",
      "Cluster # 7, count: 211\n",
      "Builds_lab                    0.298578\n",
      "Docs_lab                      0.018957\n",
      "Clustering_lab                0.090047\n",
      "Config_lab                    0.066351\n",
      "EJB_lab                       0.042654\n",
      "Hibernate_lab                 0.085308\n",
      "IntegrMess_lab                0.018957\n",
      "Web_lab                       0.052133\n",
      "Server_lab                    0.018957\n",
      "Security_lab                  0.052133\n",
      "Testsuite_lab                 0.033175\n",
      "Hornet_lab                    0.047393\n",
      "Maven_lab                     0.085308\n",
      "Servnet_lab                   0.018957\n",
      "Other_lab                     0.161137\n",
      "was_reopened                  1.000000\n",
      "Resolution_Done               0.943128\n",
      "Resolution_Duplicate Issue    0.000000\n",
      "Resolution_Migrated_new       0.000000\n",
      "Resolution_Rejected           0.033175\n",
      "Resolution_Wont Fix_new       0.023697\n",
      "Priority_ord                  3.156398\n",
      "norm_ttr                     -0.291446\n",
      "norm_att                     -0.200644\n",
      "norm_comm                     0.075831\n",
      "cluster_em                    7.000000\n",
      "dtype: float64\n",
      "Cluster # 8, count: 50\n",
      "Builds_lab                    0.060000\n",
      "Docs_lab                      0.060000\n",
      "Clustering_lab                0.200000\n",
      "Config_lab                    0.100000\n",
      "EJB_lab                       0.040000\n",
      "Hibernate_lab                 0.020000\n",
      "IntegrMess_lab                0.000000\n",
      "Web_lab                       0.080000\n",
      "Server_lab                    0.060000\n",
      "Security_lab                  0.020000\n",
      "Testsuite_lab                 0.060000\n",
      "Hornet_lab                    0.120000\n",
      "Maven_lab                     0.040000\n",
      "Servnet_lab                   0.020000\n",
      "Other_lab                     0.200000\n",
      "was_reopened                  1.000000\n",
      "Resolution_Done               0.000000\n",
      "Resolution_Duplicate Issue    0.000000\n",
      "Resolution_Migrated_new       1.000000\n",
      "Resolution_Rejected           0.000000\n",
      "Resolution_Wont Fix_new       0.000000\n",
      "Priority_ord                  2.940000\n",
      "norm_ttr                      0.935537\n",
      "norm_att                      0.193957\n",
      "norm_comm                     0.978172\n",
      "cluster_em                    8.000000\n",
      "dtype: float64\n",
      "Cluster # 9, count: 13\n",
      "Builds_lab                    0.153846\n",
      "Docs_lab                      0.000000\n",
      "Clustering_lab                0.230769\n",
      "Config_lab                    0.153846\n",
      "EJB_lab                       0.000000\n",
      "Hibernate_lab                 0.153846\n",
      "IntegrMess_lab                0.000000\n",
      "Web_lab                       0.000000\n",
      "Server_lab                    0.153846\n",
      "Security_lab                  0.000000\n",
      "Testsuite_lab                 0.000000\n",
      "Hornet_lab                    0.000000\n",
      "Maven_lab                     0.153846\n",
      "Servnet_lab                   0.000000\n",
      "Other_lab                     0.076923\n",
      "was_reopened                  0.384615\n",
      "Resolution_Done               0.000000\n",
      "Resolution_Duplicate Issue    1.000000\n",
      "Resolution_Migrated_new       0.000000\n",
      "Resolution_Rejected           0.000000\n",
      "Resolution_Wont Fix_new       0.000000\n",
      "Priority_ord                  3.384615\n",
      "norm_ttr                     -0.513659\n",
      "norm_att                      0.278732\n",
      "norm_comm                     0.043681\n",
      "cluster_em                    9.000000\n",
      "dtype: float64\n",
      "Cluster # 10, count: 3\n",
      "Builds_lab                     0.333333\n",
      "Docs_lab                       0.333333\n",
      "Clustering_lab                 0.000000\n",
      "Config_lab                     0.000000\n",
      "EJB_lab                        0.000000\n",
      "Hibernate_lab                  0.000000\n",
      "IntegrMess_lab                 0.000000\n",
      "Web_lab                        0.000000\n",
      "Server_lab                     0.333333\n",
      "Security_lab                   0.000000\n",
      "Testsuite_lab                  0.000000\n",
      "Hornet_lab                     0.000000\n",
      "Maven_lab                      0.000000\n",
      "Servnet_lab                    0.333333\n",
      "Other_lab                      0.000000\n",
      "was_reopened                   1.000000\n",
      "Resolution_Done                0.666667\n",
      "Resolution_Duplicate Issue     0.000000\n",
      "Resolution_Migrated_new        0.000000\n",
      "Resolution_Rejected            0.333333\n",
      "Resolution_Wont Fix_new        0.000000\n",
      "Priority_ord                   3.666667\n",
      "norm_ttr                      -0.758030\n",
      "norm_att                       6.179741\n",
      "norm_comm                      3.302059\n",
      "cluster_em                    10.000000\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "def em_clust(data,n):\n",
    "    gmm = GaussianMixture(n_components=n, covariance_type='tied',random_state=0)\n",
    "    gmm.fit(data)\n",
    "    data['cluster_em'] = gmm.predict(data)\n",
    "    for i in range (n):\n",
    "        temp=data[data['cluster_em']==i]\n",
    "        print ('Cluster # '+str(i)+ ', count: '+str(len(temp.index)))\n",
    "        print (temp.mean())\n",
    "\n",
    "    return \n",
    "\n",
    "\n",
    "clust_data_gmm=clust_data[['Builds_lab', 'Docs_lab', 'Clustering_lab', 'Config_lab', 'EJB_lab', 'Hibernate_lab', 'IntegrMess_lab', 'Web_lab', 'Server_lab', 'Security_lab', 'Testsuite_lab', 'Hornet_lab', 'Maven_lab', 'Servnet_lab', 'Other_lab','was_reopened','Resolution_Done', 'Resolution_Duplicate Issue', 'Resolution_Migrated_new','Resolution_Rejected', 'Resolution_Wont Fix_new', 'Priority_ord',  'norm_ttr', 'norm_att', 'norm_comm']]\n",
    "\n",
    "em_clust(clust_data_gmm,11)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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